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Turn back. Go straight. Turn right. Go straight. Turn left.
D
{ "A": "Turn back. Go straight. Turn left. Go straight. Turn right.", "B": "Go straight. Turn right. Go straight. Turn left.", "C": "Turn back. Go straight. Turn left. Go straight. Turn left.", "D": "Turn back. Go straight. Turn right. Go straight. Turn left." }
r2r
[ "First recover the observed forward route from the starting viewpoint to the final viewpoint.", "From the starting viewpoint, first turn right and go straight.", "Next turn left and go straight.", "This forward route reaches the final viewpoint. To return, undo its movement units in reverse order: retrace eac...
[ { "claim_type": "route_action", "step_id": 1, "text": "First recover the observed forward route from the starting viewpoint to the final viewpoint." }, { "claim_type": "route_action", "step_id": 2, "text": "From the starting viewpoint, first turn right and go straight." }, { "cla...
[ "First recover the observed forward route from the starting viewpoint to the final viewpoint.", "From the starting viewpoint, first turn right and go straight.", "Next turn left and go straight.", "This forward route reaches the final viewpoint. To return, undo its movement units in reverse order: retrace eac...
[ { "claim_type": "route_action", "step_id": 1, "text": "First recover the observed forward route from the starting viewpoint to the final viewpoint." }, { "claim_type": "route_action", "step_id": 2, "text": "From the starting viewpoint, first turn right and go straight." }, { "cla...
r2r_01_7y3sRwLe3Va_episode-1_reverse_route_plan_001
r2r_01_7y3sRwLe3Va_episode-1_reverse_route_plan_001
{ "answer_correct": true, "evaluation_valid": true, "gold_reasoning_source": "r2r_action_geometry_rule_based", "judge_status": "ok", "kept_outcome": "answer_correct_step_correct", "outcome": "answer_correct_step_correct", "pre_filter_status": null, "step_correct": true, "video_judge_model": "/ssd2/may...
From my viewpoint at the end of the video, how can I go back to my starting point?
[ "From the starting viewpoint, first turn right and go straight.", "Then turn left and go straight.", "From the final viewpoint, first turn around and go straight back.", "Then turn right and go straight.", "Finally turn left.", "Therefore, the reverse route plan that returns to the start is choice D: Turn...
[ { "claim_type": "forward", "step_id": 1, "text": "From the starting viewpoint, first turn right and go straight." }, { "claim_type": "forward", "step_id": 2, "text": "Then turn left and go straight." }, { "claim_type": "reverse", "step_id": 3, "text": "From the final view...
{ "answer_correct": true, "evaluation_valid": true, "gold_reasoning_steps": [ { "claim_type": "route_action", "step_id": 1, "text": "First recover the observed forward route from the starting viewpoint to the final viewpoint." }, { "claim_type": "route_action", "step_id":...
7y3sRwLe3Va
[ { "claim_type": "route_action", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 1 }, { "claim_type": "route_action", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 2 }, { ...
reverse_route_plan
r2r_01_7y3sRwLe3Va_episode-1
/home/mayiling/projs/Video/data/R2R_canonical/r2r_01_7y3sRwLe3Va_episode-1.mp4
L-shape
B
{ "A": "straight line", "B": "L-shape", "C": "U-shape", "D": "in-place orientation", "E": "manhattan-style piecewise linear", "F": "complex trajectory" }
r2r
[ "The route contains 2 meaningful straight movement segments.", "The route contains 2 major turning segments.", "The route makes 2 major turns in this order: right, and left.", "Two straight movements with 2 major direction changes still form one overall bend, so the trajectory is L-shaped.", "Therefore, the...
[ { "claim_type": "trajectory_summary", "step_id": 1, "text": "The route contains 2 meaningful straight movement segments." }, { "claim_type": "trajectory_summary", "step_id": 2, "text": "The route contains 2 major turning segments." }, { "claim_type": "trajectory_summary", "st...
[ "The route contains 2 meaningful straight movement segments.", "The route contains 2 major turning segments.", "The route makes 2 major turns in this order: right, and left.", "Two straight movements with 2 major direction changes still form one overall bend, so the trajectory is L-shaped.", "Therefore, the...
[ { "claim_type": "trajectory_summary", "step_id": 1, "text": "The route contains 2 meaningful straight movement segments." }, { "claim_type": "trajectory_summary", "step_id": 2, "text": "The route contains 2 major turning segments." }, { "claim_type": "trajectory_summary", "st...
r2r_01_7y3sRwLe3Va_episode-1_route_shape_001
r2r_01_7y3sRwLe3Va_episode-1_route_shape_001
{ "answer_correct": true, "evaluation_valid": true, "gold_reasoning_source": "r2r_action_geometry_rule_based", "judge_status": "ok", "kept_outcome": "answer_correct_step_correct", "outcome": "answer_correct_step_correct", "pre_filter_status": null, "step_correct": true, "video_judge_model": "/ssd2/may...
What is the shape of my actual moving trajectory?
[ "Track the camera trajectory from the start viewpoint to the end viewpoint.", "The camera makes two major turns in this order: right, then left.", "That turn pattern makes the overall trajectory L-shaped.", "Therefore, the overall route shape is L-shaped, which corresponds to choice B." ]
[ { "claim_type": "route_start", "step_id": 1, "text": "Track the camera trajectory from the start viewpoint to the end viewpoint." }, { "claim_type": "turn_pattern", "step_id": 2, "text": "The camera makes two major turns in this order: right, then left." }, { "claim_type": "shape...
{ "answer_correct": true, "evaluation_valid": true, "gold_reasoning_steps": [ { "claim_type": "trajectory_summary", "step_id": 1, "text": "The route contains 2 meaningful straight movement segments." }, { "claim_type": "trajectory_summary", "step_id": 2, "text": "Th...
7y3sRwLe3Va
[ { "claim_type": "trajectory_summary", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 1 }, { "claim_type": "trajectory_summary", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id":...
route_shape
r2r_01_7y3sRwLe3Va_episode-1
/home/mayiling/projs/Video/data/R2R_canonical/r2r_01_7y3sRwLe3Va_episode-1.mp4
Turn left, Turn left
A
{ "A": "Turn left, Turn left", "B": "Turn left, Turn right", "C": "Turn back, Turn right", "D": "Turn right, Turn right" }
r2r
[ "Starting with the white lamp on bedside table in view, follow three straight route legs: toward the white lounge chair with ottoman, then toward the white armchair with blue pillow, and finally toward the lamp on nightstand.", "When the white lounge chair with ottoman is in view, turn left and continue toward th...
[ { "claim_type": "route_decomposition", "step_id": 1, "text": "Starting with the white lamp on bedside table in view, follow three straight route legs: toward the white lounge chair with ottoman, then toward the white armchair with blue pillow, and finally toward the lamp on nightstand." }, { "cl...
[ "Starting with the white lamp on bedside table in view, follow three straight route legs: toward the white lounge chair with ottoman, then toward the white armchair with blue pillow, and finally toward the lamp on nightstand.", "When the white lounge chair with ottoman is in view, turn left and continue toward th...
[ { "claim_type": "route_decomposition", "step_id": 1, "text": "Starting with the white lamp on bedside table in view, follow three straight route legs: toward the white lounge chair with ottoman, then toward the white armchair with blue pillow, and finally toward the lamp on nightstand." }, { "cl...
r2r_02_5LpN3gDmAk7_episode-4_route_plan_001
r2r_02_5LpN3gDmAk7_episode-4_route_plan_001
{ "answer_correct": false, "evaluation_valid": true, "gold_reasoning_source": "r2r_action_geometry_rule_based", "judge_status": "ok", "kept_outcome": "answer_wrong", "outcome": "answer_wrong", "pre_filter_status": null, "step_correct": false, "video_judge_model": "/ssd2/mayiling/models/Qwen3-VL-8B-Ins...
You are a robot beginning with the white lamp on bedside table in view and facing toward the white lounge chair with ottoman. Navigate to the lamp on nightstand. Fill in this observed route: 1. Go forward toward the white lounge chair with ottoman. 2. [?] 3. Go forward toward the white armchair with blue pillow. 4. [?]...
[ "Start at the initial viewpoint and trace the camera path in chronological order.", "First, the camera goes straight.", "Next, the camera turns left and goes straight.", "Then, the camera goes straight.", "Taken together, this ordered motion reaches the final viewpoint described by the route.", "Therefore...
[ { "claim_type": "route_start", "step_id": 1, "text": "Start at the initial viewpoint and trace the camera path in chronological order." }, { "claim_type": "route_segment", "step_id": 2, "text": "First, the camera goes straight." }, { "claim_type": "route_segment", "step_id": ...
{ "answer_correct": false, "evaluation_valid": true, "gold_reasoning_steps": [ { "claim_type": "route_decomposition", "step_id": 1, "text": "Starting with the white lamp on bedside table in view, follow three straight route legs: toward the white lounge chair with ottoman, then toward the wh...
5LpN3gDmAk7
[ { "claim_type": "route_decomposition", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 1 }, { "claim_type": "turn_completion", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 2...
route_plan
r2r_02_5LpN3gDmAk7_episode-4
/home/mayiling/projs/Video/data/R2R_canonical/r2r_02_5LpN3gDmAk7_episode-4.mp4
Turn back. Go straight. Turn left. Go straight. Turn right. Go straight. Turn right. Go straight. Turn back.
A
{ "A": "Turn back. Go straight. Turn left. Go straight. Turn right. Go straight. Turn right. Go straight. Turn back.", "B": "Turn back. Go straight. Turn right. Go straight. Turn left. Go straight. Turn left. Go straight. Turn back.", "C": "Go straight. Turn left. Go straight. Turn right. Go straight. Turn right....
r2r
[ "First recover the observed forward route from the starting viewpoint to the final viewpoint.", "From the starting viewpoint, first turn back and go straight.", "Next turn left and go straight.", "Then turn left and go straight.", "After that turn right and go straight.", "This forward route reaches the f...
[ { "claim_type": "route_action", "step_id": 1, "text": "First recover the observed forward route from the starting viewpoint to the final viewpoint." }, { "claim_type": "route_action", "step_id": 2, "text": "From the starting viewpoint, first turn back and go straight." }, { "clai...
[ "First recover the observed forward route from the starting viewpoint to the final viewpoint.", "From the starting viewpoint, first turn back and go straight.", "Next turn left and go straight.", "Then turn left and go straight.", "After that turn right and go straight.", "This forward route reaches the f...
[ { "claim_type": "route_action", "step_id": 1, "text": "First recover the observed forward route from the starting viewpoint to the final viewpoint." }, { "claim_type": "route_action", "step_id": 2, "text": "From the starting viewpoint, first turn back and go straight." }, { "clai...
r2r_02_5LpN3gDmAk7_episode-4_reverse_route_plan_001
r2r_02_5LpN3gDmAk7_episode-4_reverse_route_plan_001
{ "answer_correct": true, "evaluation_valid": true, "gold_reasoning_source": "r2r_action_geometry_rule_based", "judge_status": "ok", "kept_outcome": "answer_correct_step_wrong", "outcome": "answer_correct_step_wrong", "pre_filter_status": null, "step_correct": false, "video_judge_model": "/ssd2/mayili...
From my viewpoint at the end of the video, how can I go back to my starting point?
[ "From the starting viewpoint, first turn back and go straight.", "Then go straight.", "Then go straight.", "Then go straight.", "Then go straight.", "Then go straight.", "Then go straight.", "Then go straight.", "From the final viewpoint, first turn back and go straight.", "Then turn left and go s...
[ { "claim_type": "forward", "step_id": 1, "text": "From the starting viewpoint, first turn back and go straight." }, { "claim_type": "forward", "step_id": 2, "text": "Then go straight." }, { "claim_type": "forward", "step_id": 3, "text": "Then go straight." }, { "c...
{ "answer_correct": true, "evaluation_valid": true, "gold_reasoning_steps": [ { "claim_type": "route_action", "step_id": 1, "text": "First recover the observed forward route from the starting viewpoint to the final viewpoint." }, { "claim_type": "route_action", "step_id":...
5LpN3gDmAk7
[ { "claim_type": "route_action", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 1 }, { "claim_type": "route_action", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 2 }, { ...
reverse_route_plan
r2r_02_5LpN3gDmAk7_episode-4
/home/mayiling/projs/Video/data/R2R_canonical/r2r_02_5LpN3gDmAk7_episode-4.mp4
complex trajectory
F
{ "A": "straight line", "B": "L-shape", "C": "U-shape", "D": "in-place orientation", "E": "manhattan-style piecewise linear", "F": "complex trajectory" }
r2r
[ "The route contains 3 meaningful straight movement segments.", "The route contains 3 major turning segments.", "The route makes 3 major turns in this order: back, left, and left.", "Because the route changes direction multiple times without matching a simpler template, it is a complex trajectory.", "Therefo...
[ { "claim_type": "trajectory_summary", "step_id": 1, "text": "The route contains 3 meaningful straight movement segments." }, { "claim_type": "trajectory_summary", "step_id": 2, "text": "The route contains 3 major turning segments." }, { "claim_type": "trajectory_summary", "st...
[ "The route contains 3 meaningful straight movement segments.", "The route contains 3 major turning segments.", "The route makes 3 major turns in this order: back, left, and left.", "Because the route changes direction multiple times without matching a simpler template, it is a complex trajectory.", "Therefo...
[ { "claim_type": "trajectory_summary", "step_id": 1, "text": "The route contains 3 meaningful straight movement segments." }, { "claim_type": "trajectory_summary", "step_id": 2, "text": "The route contains 3 major turning segments." }, { "claim_type": "trajectory_summary", "st...
r2r_02_5LpN3gDmAk7_episode-4_route_shape_001
r2r_02_5LpN3gDmAk7_episode-4_route_shape_001
{ "answer_correct": false, "evaluation_valid": true, "gold_reasoning_source": "r2r_action_geometry_rule_based", "judge_status": "ok", "kept_outcome": "answer_wrong", "outcome": "answer_wrong", "pre_filter_status": null, "step_correct": false, "video_judge_model": "/ssd2/mayiling/models/Qwen3-VL-8B-Ins...
What is the shape of my actual moving trajectory?
[ "Track the camera trajectory from the start viewpoint to the end viewpoint.", "The camera makes two major turns in this order: right, then left.", "That turn pattern makes the overall trajectory L-shaped.", "Therefore, the overall route shape is L-shaped, which corresponds to choice B." ]
[ { "claim_type": "route_start", "step_id": 1, "text": "Track the camera trajectory from the start viewpoint to the end viewpoint." }, { "claim_type": "turn_pattern", "step_id": 2, "text": "The camera makes two major turns in this order: right, then left." }, { "claim_type": "shape...
{ "answer_correct": false, "evaluation_valid": true, "gold_reasoning_steps": [ { "claim_type": "trajectory_summary", "step_id": 1, "text": "The route contains 3 meaningful straight movement segments." }, { "claim_type": "trajectory_summary", "step_id": 2, "text": "T...
5LpN3gDmAk7
[ { "claim_type": "trajectory_summary", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 1 }, { "claim_type": "trajectory_summary", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id":...
route_shape
r2r_02_5LpN3gDmAk7_episode-4
/home/mayiling/projs/Video/data/R2R_canonical/r2r_02_5LpN3gDmAk7_episode-4.mp4
Turn left, Turn left
A
{ "A": "Turn left, Turn left", "B": "Turn left, Turn right", "C": "Turn back, Turn right", "D": "Turn right, Turn right" }
r2r
[ "Starting with the black leather recliner beside wooden ottoman in view, follow three straight route legs: toward the white sofa beside glass door, then toward the white refrigerator next to white cabinets, and finally toward the white cabinet with vertical handles.", "When the white sofa beside glass door is in ...
[ { "claim_type": "route_decomposition", "step_id": 1, "text": "Starting with the black leather recliner beside wooden ottoman in view, follow three straight route legs: toward the white sofa beside glass door, then toward the white refrigerator next to white cabinets, and finally toward the white cabinet...
[ "Starting with the black leather recliner beside wooden ottoman in view, follow three straight route legs: toward the white sofa beside glass door, then toward the white refrigerator next to white cabinets, and finally toward the white cabinet with vertical handles.", "When the white sofa beside glass door is in ...
[ { "claim_type": "route_decomposition", "step_id": 1, "text": "Starting with the black leather recliner beside wooden ottoman in view, follow three straight route legs: toward the white sofa beside glass door, then toward the white refrigerator next to white cabinets, and finally toward the white cabinet...
r2r_03_cV4RVeZvu5T_episode-13_route_plan_001
r2r_03_cV4RVeZvu5T_episode-13_route_plan_001
{ "answer_correct": false, "evaluation_valid": true, "gold_reasoning_source": "r2r_action_geometry_rule_based", "judge_status": "ok", "kept_outcome": "answer_wrong", "outcome": "answer_wrong", "pre_filter_status": null, "step_correct": false, "video_judge_model": "/ssd2/mayiling/models/Qwen3-VL-8B-Ins...
You are a robot beginning with the black leather recliner beside wooden ottoman in view and facing toward the white sofa beside glass door. Navigate to the white cabinet with vertical handles. Fill in this observed route: 1. Go forward toward the white sofa beside glass door. 2. [?] 3. Go forward toward the white refri...
[ "Start at the initial viewpoint and trace the camera path in chronological order.", "First, the camera goes straight.", "Next, the camera turns left and goes straight.", "Then, the camera goes straight.", "After that, the camera turns right and goes straight.", "Taken together, this ordered motion reaches...
[ { "claim_type": "route_start", "step_id": 1, "text": "Start at the initial viewpoint and trace the camera path in chronological order." }, { "claim_type": "route_segment", "step_id": 2, "text": "First, the camera goes straight." }, { "claim_type": "route_segment", "step_id": ...
{ "answer_correct": false, "evaluation_valid": true, "gold_reasoning_steps": [ { "claim_type": "route_decomposition", "step_id": 1, "text": "Starting with the black leather recliner beside wooden ottoman in view, follow three straight route legs: toward the white sofa beside glass door, then...
cV4RVeZvu5T
[ { "claim_type": "route_decomposition", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 1 }, { "claim_type": "turn_completion", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 2...
route_plan
r2r_03_cV4RVeZvu5T_episode-13
/home/mayiling/projs/Video/data/R2R_canonical/r2r_03_cV4RVeZvu5T_episode-13.mp4
Turn back. Go straight. Turn right. Go straight. Turn right. Go straight. Turn back.
B
{ "A": "Turn back. Go straight. Turn left. Go straight. Turn left. Go straight. Turn back.", "B": "Turn back. Go straight. Turn right. Go straight. Turn right. Go straight. Turn back.", "C": "Go straight. Turn right. Go straight. Turn right. Go straight. Turn back.", "D": "Turn back. Go straight. Turn left. Go ...
r2r
[ "First recover the observed forward route from the starting viewpoint to the final viewpoint.", "From the starting viewpoint, first turn back and go straight.", "Next turn left and go straight.", "Then turn left and go straight.", "This forward route reaches the final viewpoint. To return, undo its movement...
[ { "claim_type": "route_action", "step_id": 1, "text": "First recover the observed forward route from the starting viewpoint to the final viewpoint." }, { "claim_type": "route_action", "step_id": 2, "text": "From the starting viewpoint, first turn back and go straight." }, { "clai...
[ "First recover the observed forward route from the starting viewpoint to the final viewpoint.", "From the starting viewpoint, first turn back and go straight.", "Next turn left and go straight.", "Then turn left and go straight.", "This forward route reaches the final viewpoint. To return, undo its movement...
[ { "claim_type": "route_action", "step_id": 1, "text": "First recover the observed forward route from the starting viewpoint to the final viewpoint." }, { "claim_type": "route_action", "step_id": 2, "text": "From the starting viewpoint, first turn back and go straight." }, { "clai...
r2r_03_cV4RVeZvu5T_episode-13_reverse_route_plan_001
r2r_03_cV4RVeZvu5T_episode-13_reverse_route_plan_001
{ "answer_correct": true, "evaluation_valid": true, "gold_reasoning_source": "r2r_action_geometry_rule_based", "judge_status": "ok", "kept_outcome": "answer_correct_step_wrong", "outcome": "answer_correct_step_wrong", "pre_filter_status": null, "step_correct": false, "video_judge_model": "/ssd2/mayili...
From my viewpoint at the end of the video, how can I go back to my starting point?
[ "From the starting viewpoint, first turn back and go straight.", "Then turn left and go straight.", "Then turn left and go straight.", "Then go straight.", "From the final viewpoint, first turn back and go straight.", "Then turn right and go straight.", "Then turn right and go straight.", "Then go str...
[ { "claim_type": "forward", "step_id": 1, "text": "From the starting viewpoint, first turn back and go straight." }, { "claim_type": "forward", "step_id": 2, "text": "Then turn left and go straight." }, { "claim_type": "forward", "step_id": 3, "text": "Then turn left and g...
{ "answer_correct": true, "evaluation_valid": true, "gold_reasoning_steps": [ { "claim_type": "route_action", "step_id": 1, "text": "First recover the observed forward route from the starting viewpoint to the final viewpoint." }, { "claim_type": "route_action", "step_id":...
cV4RVeZvu5T
[ { "claim_type": "route_action", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 1 }, { "claim_type": "route_action", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 2 }, { ...
reverse_route_plan
r2r_03_cV4RVeZvu5T_episode-13
/home/mayiling/projs/Video/data/R2R_canonical/r2r_03_cV4RVeZvu5T_episode-13.mp4
complex trajectory
F
{ "A": "straight line", "B": "L-shape", "C": "U-shape", "D": "in-place orientation", "E": "manhattan-style piecewise linear", "F": "complex trajectory" }
r2r
[ "The route contains 3 meaningful straight movement segments.", "The route contains 3 major turning segments.", "The route makes 3 major turns in this order: back, left, and left.", "Because the route changes direction multiple times without matching a simpler template, it is a complex trajectory.", "Therefo...
[ { "claim_type": "trajectory_summary", "step_id": 1, "text": "The route contains 3 meaningful straight movement segments." }, { "claim_type": "trajectory_summary", "step_id": 2, "text": "The route contains 3 major turning segments." }, { "claim_type": "trajectory_summary", "st...
[ "The route contains 3 meaningful straight movement segments.", "The route contains 3 major turning segments.", "The route makes 3 major turns in this order: back, left, and left.", "Because the route changes direction multiple times without matching a simpler template, it is a complex trajectory.", "Therefo...
[ { "claim_type": "trajectory_summary", "step_id": 1, "text": "The route contains 3 meaningful straight movement segments." }, { "claim_type": "trajectory_summary", "step_id": 2, "text": "The route contains 3 major turning segments." }, { "claim_type": "trajectory_summary", "st...
r2r_03_cV4RVeZvu5T_episode-13_route_shape_001
r2r_03_cV4RVeZvu5T_episode-13_route_shape_001
{ "answer_correct": false, "evaluation_valid": true, "gold_reasoning_source": "r2r_action_geometry_rule_based", "judge_status": "ok", "kept_outcome": "answer_wrong", "outcome": "answer_wrong", "pre_filter_status": null, "step_correct": false, "video_judge_model": "/ssd2/mayiling/models/Qwen3-VL-8B-Ins...
What is the shape of my actual moving trajectory?
[ "Track the camera trajectory from the start viewpoint to the end viewpoint.", "The camera makes two major turns in this order: right, then left.", "That turn pattern makes the overall trajectory L-shaped.", "Therefore, the overall route shape is L-shaped, which corresponds to choice B." ]
[ { "claim_type": "route_start", "step_id": 1, "text": "Track the camera trajectory from the start viewpoint to the end viewpoint." }, { "claim_type": "turn_pattern", "step_id": 2, "text": "The camera makes two major turns in this order: right, then left." }, { "claim_type": "shape...
{ "answer_correct": false, "evaluation_valid": true, "gold_reasoning_steps": [ { "claim_type": "trajectory_summary", "step_id": 1, "text": "The route contains 3 meaningful straight movement segments." }, { "claim_type": "trajectory_summary", "step_id": 2, "text": "T...
cV4RVeZvu5T
[ { "claim_type": "trajectory_summary", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 1 }, { "claim_type": "trajectory_summary", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id":...
route_shape
r2r_03_cV4RVeZvu5T_episode-13
/home/mayiling/projs/Video/data/R2R_canonical/r2r_03_cV4RVeZvu5T_episode-13.mp4
Turn back. Go straight. Turn left. Go straight. Turn back.
D
{ "A": "Turn back. Go straight. Turn right. Go straight. Turn back.", "B": "Go straight. Turn left. Go straight. Turn back.", "C": "Turn left. Go straight. Turn left. Go straight. Turn back.", "D": "Turn back. Go straight. Turn left. Go straight. Turn back." }
r2r
[ "First recover the observed forward route from the starting viewpoint to the final viewpoint.", "From the starting viewpoint, first turn back and go straight.", "Next turn right and go straight.", "This forward route reaches the final viewpoint. To return, undo its movement units in reverse order: retrace eac...
[ { "claim_type": "route_action", "step_id": 1, "text": "First recover the observed forward route from the starting viewpoint to the final viewpoint." }, { "claim_type": "route_action", "step_id": 2, "text": "From the starting viewpoint, first turn back and go straight." }, { "clai...
[ "First recover the observed forward route from the starting viewpoint to the final viewpoint.", "From the starting viewpoint, first turn back and go straight.", "Next turn right and go straight.", "This forward route reaches the final viewpoint. To return, undo its movement units in reverse order: retrace eac...
[ { "claim_type": "route_action", "step_id": 1, "text": "First recover the observed forward route from the starting viewpoint to the final viewpoint." }, { "claim_type": "route_action", "step_id": 2, "text": "From the starting viewpoint, first turn back and go straight." }, { "clai...
r2r_04_jh4fc5c5qoQ_episode-16_reverse_route_plan_001
r2r_04_jh4fc5c5qoQ_episode-16_reverse_route_plan_001
{ "answer_correct": false, "evaluation_valid": true, "gold_reasoning_source": "r2r_action_geometry_rule_based", "judge_status": "ok", "kept_outcome": "answer_wrong", "outcome": "answer_wrong", "pre_filter_status": null, "step_correct": false, "video_judge_model": "/ssd2/mayiling/models/Qwen3-VL-8B-Ins...
From my viewpoint at the end of the video, how can I go back to my starting point?
[ "From the starting viewpoint, first turn back and go straight.", "Then go straight.", "Then go straight.", "Then go straight.", "From the final viewpoint, first turn back and go straight.", "Then go straight.", "Then go straight.", "Then go straight.", "Therefore, the reverse route plan that returns...
[ { "claim_type": "forward", "step_id": 1, "text": "From the starting viewpoint, first turn back and go straight." }, { "claim_type": "forward", "step_id": 2, "text": "Then go straight." }, { "claim_type": "forward", "step_id": 3, "text": "Then go straight." }, { "c...
{ "answer_correct": false, "evaluation_valid": true, "gold_reasoning_steps": [ { "claim_type": "route_action", "step_id": 1, "text": "First recover the observed forward route from the starting viewpoint to the final viewpoint." }, { "claim_type": "route_action", "step_id"...
jh4fc5c5qoQ
[ { "claim_type": "route_action", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 1 }, { "claim_type": "route_action", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 2 }, { ...
reverse_route_plan
r2r_04_jh4fc5c5qoQ_episode-16
/home/mayiling/projs/Video/data/R2R_canonical/r2r_04_jh4fc5c5qoQ_episode-16.mp4
L-shape
B
{ "A": "straight line", "B": "L-shape", "C": "U-shape", "D": "in-place orientation", "E": "manhattan-style piecewise linear", "F": "complex trajectory" }
r2r
[ "The route contains 2 meaningful straight movement segments.", "The route contains 2 major turning segments.", "The route makes 2 major turns in this order: back, and right.", "Two straight movements with 2 major direction changes still form one overall bend, so the trajectory is L-shaped.", "Therefore, the...
[ { "claim_type": "trajectory_summary", "step_id": 1, "text": "The route contains 2 meaningful straight movement segments." }, { "claim_type": "trajectory_summary", "step_id": 2, "text": "The route contains 2 major turning segments." }, { "claim_type": "trajectory_summary", "st...
[ "The route contains 2 meaningful straight movement segments.", "The route contains 2 major turning segments.", "The route makes 2 major turns in this order: back, and right.", "Two straight movements with 2 major direction changes still form one overall bend, so the trajectory is L-shaped.", "Therefore, the...
[ { "claim_type": "trajectory_summary", "step_id": 1, "text": "The route contains 2 meaningful straight movement segments." }, { "claim_type": "trajectory_summary", "step_id": 2, "text": "The route contains 2 major turning segments." }, { "claim_type": "trajectory_summary", "st...
r2r_04_jh4fc5c5qoQ_episode-16_route_shape_001
r2r_04_jh4fc5c5qoQ_episode-16_route_shape_001
{ "answer_correct": true, "evaluation_valid": true, "gold_reasoning_source": "r2r_action_geometry_rule_based", "judge_status": "ok", "kept_outcome": "answer_correct_step_wrong", "outcome": "answer_correct_step_wrong", "pre_filter_status": null, "step_correct": false, "video_judge_model": "/ssd2/mayili...
What is the shape of my actual moving trajectory?
[ "Track the camera trajectory from the start viewpoint to the end viewpoint.", "The camera mostly continues forward without a major change in direction.", "That turn pattern makes the overall trajectory straight.", "Therefore, the overall route shape is straight, which corresponds to choice B." ]
[ { "claim_type": "route_start", "step_id": 1, "text": "Track the camera trajectory from the start viewpoint to the end viewpoint." }, { "claim_type": "turn_pattern", "step_id": 2, "text": "The camera mostly continues forward without a major change in direction." }, { "claim_type":...
{ "answer_correct": true, "evaluation_valid": true, "gold_reasoning_steps": [ { "claim_type": "trajectory_summary", "step_id": 1, "text": "The route contains 2 meaningful straight movement segments." }, { "claim_type": "trajectory_summary", "step_id": 2, "text": "Th...
jh4fc5c5qoQ
[ { "claim_type": "trajectory_summary", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 1 }, { "claim_type": "trajectory_summary", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id":...
route_shape
r2r_04_jh4fc5c5qoQ_episode-16
/home/mayiling/projs/Video/data/R2R_canonical/r2r_04_jh4fc5c5qoQ_episode-16.mp4
Turn left, Turn right
B
{ "A": "Turn left, Turn left", "B": "Turn left, Turn right", "C": "Turn back, Turn right", "D": "Turn right, Turn right" }
r2r
[ "Starting with the white bathtub beside tiled wall in view, follow three straight route legs: toward the white sink on dark countertop, then toward the door with circular design, and finally toward the large abstract paintings on wall.", "When the white sink on dark countertop is in view, turn left and continue t...
[ { "claim_type": "route_decomposition", "step_id": 1, "text": "Starting with the white bathtub beside tiled wall in view, follow three straight route legs: toward the white sink on dark countertop, then toward the door with circular design, and finally toward the large abstract paintings on wall." }, ...
[ "Starting with the white bathtub beside tiled wall in view, follow three straight route legs: toward the white sink on dark countertop, then toward the door with circular design, and finally toward the large abstract paintings on wall.", "When the white sink on dark countertop is in view, turn left and continue t...
[ { "claim_type": "route_decomposition", "step_id": 1, "text": "Starting with the white bathtub beside tiled wall in view, follow three straight route legs: toward the white sink on dark countertop, then toward the door with circular design, and finally toward the large abstract paintings on wall." }, ...
r2r_05_ur6pFq6Qu1A_episode-19_route_plan_001
r2r_05_ur6pFq6Qu1A_episode-19_route_plan_001
{ "answer_correct": true, "evaluation_valid": true, "gold_reasoning_source": "r2r_action_geometry_rule_based", "judge_status": "ok", "kept_outcome": "answer_correct_step_correct", "outcome": "answer_correct_step_correct", "pre_filter_status": null, "step_correct": true, "video_judge_model": "/ssd2/may...
You are a robot beginning with the white bathtub beside tiled wall in view and facing toward the white sink on dark countertop. Navigate to the large abstract paintings on wall. Fill in this observed route: 1. Go forward toward the white sink on dark countertop. 2. [?] 3. Go forward toward the door with circular design...
[ "Start at the initial viewpoint and trace the camera path in chronological order.", "First, the camera turns left and goes straight.", "Next, the camera goes straight.", "Then, the camera turns right and goes straight.", "After that, the camera goes straight.", "Taken together, this ordered motion reaches...
[ { "claim_type": "route_start", "step_id": 1, "text": "Start at the initial viewpoint and trace the camera path in chronological order." }, { "claim_type": "route_segment", "step_id": 2, "text": "First, the camera turns left and goes straight." }, { "claim_type": "route_segment", ...
{ "answer_correct": true, "evaluation_valid": true, "gold_reasoning_steps": [ { "claim_type": "route_decomposition", "step_id": 1, "text": "Starting with the white bathtub beside tiled wall in view, follow three straight route legs: toward the white sink on dark countertop, then toward the d...
ur6pFq6Qu1A
[ { "claim_type": "route_decomposition", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 1 }, { "claim_type": "turn_completion", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 2...
route_plan
r2r_05_ur6pFq6Qu1A_episode-19
/home/mayiling/projs/Video/data/R2R_canonical/r2r_05_ur6pFq6Qu1A_episode-19.mp4
Turn back. Go straight. Turn left. Go straight. Turn left. Go straight. Turn left. Go straight.
B
{ "A": "Turn back. Go straight. Turn right. Go straight. Turn right. Go straight. Turn right. Go straight.", "B": "Turn back. Go straight. Turn left. Go straight. Turn left. Go straight. Turn left. Go straight.", "C": "Go straight. Turn left. Go straight. Turn left. Go straight. Turn left. Go straight.", "D": "...
r2r
[ "First recover the observed forward route from the starting viewpoint to the final viewpoint.", "From the starting viewpoint, first go straight.", "Next turn right and go straight.", "Then turn right and go straight.", "After that turn right and go straight.", "This forward route reaches the final viewpoi...
[ { "claim_type": "route_action", "step_id": 1, "text": "First recover the observed forward route from the starting viewpoint to the final viewpoint." }, { "claim_type": "route_action", "step_id": 2, "text": "From the starting viewpoint, first go straight." }, { "claim_type": "rout...
[ "First recover the observed forward route from the starting viewpoint to the final viewpoint.", "From the starting viewpoint, first go straight.", "Next turn right and go straight.", "Then turn right and go straight.", "After that turn right and go straight.", "This forward route reaches the final viewpoi...
[ { "claim_type": "route_action", "step_id": 1, "text": "First recover the observed forward route from the starting viewpoint to the final viewpoint." }, { "claim_type": "route_action", "step_id": 2, "text": "From the starting viewpoint, first go straight." }, { "claim_type": "rout...
r2r_05_ur6pFq6Qu1A_episode-19_reverse_route_plan_001
r2r_05_ur6pFq6Qu1A_episode-19_reverse_route_plan_001
{ "answer_correct": false, "evaluation_valid": true, "gold_reasoning_source": "r2r_action_geometry_rule_based", "judge_status": "ok", "kept_outcome": "answer_wrong", "outcome": "answer_wrong", "pre_filter_status": null, "step_correct": false, "video_judge_model": "/ssd2/mayiling/models/Qwen3-VL-8B-Ins...
From my viewpoint at the end of the video, how can I go back to my starting point?
[ "From the starting viewpoint, first turn left and go straight.", "Then go straight.", "Then go straight.", "Then turn right and go straight.", "Then go straight.", "Then turn right and go straight.", "Then go straight.", "Then go straight.", "Then go straight.", "Then go straight.", "From the fi...
[ { "claim_type": "forward", "step_id": 1, "text": "From the starting viewpoint, first turn left and go straight." }, { "claim_type": "forward", "step_id": 2, "text": "Then go straight." }, { "claim_type": "forward", "step_id": 3, "text": "Then go straight." }, { "c...
{ "answer_correct": false, "evaluation_valid": true, "gold_reasoning_steps": [ { "claim_type": "route_action", "step_id": 1, "text": "First recover the observed forward route from the starting viewpoint to the final viewpoint." }, { "claim_type": "route_action", "step_id"...
ur6pFq6Qu1A
[ { "claim_type": "route_action", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 1 }, { "claim_type": "route_action", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 2 }, { ...
reverse_route_plan
r2r_05_ur6pFq6Qu1A_episode-19
/home/mayiling/projs/Video/data/R2R_canonical/r2r_05_ur6pFq6Qu1A_episode-19.mp4
U-shape
C
{ "A": "straight line", "B": "L-shape", "C": "U-shape", "D": "in-place orientation", "E": "manhattan-style piecewise linear", "F": "complex trajectory" }
r2r
[ "The route contains 3 meaningful straight movement segments.", "The route contains 3 major turning segments.", "The route makes 3 major turns in this order: left, left, and right.", "Three straight movements with 3 major turns still produce an overall out-and-back bend, so the trajectory is U-shaped.", "The...
[ { "claim_type": "trajectory_summary", "step_id": 1, "text": "The route contains 3 meaningful straight movement segments." }, { "claim_type": "trajectory_summary", "step_id": 2, "text": "The route contains 3 major turning segments." }, { "claim_type": "trajectory_summary", "st...
[ "The route contains 3 meaningful straight movement segments.", "The route contains 3 major turning segments.", "The route makes 3 major turns in this order: left, left, and right.", "Three straight movements with 3 major turns still produce an overall out-and-back bend, so the trajectory is U-shaped.", "The...
[ { "claim_type": "trajectory_summary", "step_id": 1, "text": "The route contains 3 meaningful straight movement segments." }, { "claim_type": "trajectory_summary", "step_id": 2, "text": "The route contains 3 major turning segments." }, { "claim_type": "trajectory_summary", "st...
r2r_05_ur6pFq6Qu1A_episode-19_route_shape_001
r2r_05_ur6pFq6Qu1A_episode-19_route_shape_001
{ "answer_correct": false, "evaluation_valid": true, "gold_reasoning_source": "r2r_action_geometry_rule_based", "judge_status": "ok", "kept_outcome": "answer_wrong", "outcome": "answer_wrong", "pre_filter_status": null, "step_correct": false, "video_judge_model": "/ssd2/mayiling/models/Qwen3-VL-8B-Ins...
What is the shape of my actual moving trajectory?
[ "Track the camera trajectory from the start viewpoint to the end viewpoint.", "The camera makes two major turns in this order: left, then right.", "That turn pattern makes the overall trajectory L-shaped.", "Therefore, the overall route shape is L-shaped, which corresponds to choice B." ]
[ { "claim_type": "route_start", "step_id": 1, "text": "Track the camera trajectory from the start viewpoint to the end viewpoint." }, { "claim_type": "turn_pattern", "step_id": 2, "text": "The camera makes two major turns in this order: left, then right." }, { "claim_type": "shape...
{ "answer_correct": false, "evaluation_valid": true, "gold_reasoning_steps": [ { "claim_type": "trajectory_summary", "step_id": 1, "text": "The route contains 3 meaningful straight movement segments." }, { "claim_type": "trajectory_summary", "step_id": 2, "text": "T...
ur6pFq6Qu1A
[ { "claim_type": "trajectory_summary", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 1 }, { "claim_type": "trajectory_summary", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id":...
route_shape
r2r_05_ur6pFq6Qu1A_episode-19
/home/mayiling/projs/Video/data/R2R_canonical/r2r_05_ur6pFq6Qu1A_episode-19.mp4
Turn back. Go straight. Turn left. Go straight. Turn left. Go straight. Turn back.
C
{ "A": "Turn back. Go straight. Turn right. Go straight. Turn right. Go straight. Turn back.", "B": "Go straight. Turn left. Go straight. Turn left. Go straight. Turn back.", "C": "Turn back. Go straight. Turn left. Go straight. Turn left. Go straight. Turn back.", "D": "Turn back. Go straight. Turn right. Go s...
r2r
[ "First recover the observed forward route from the starting viewpoint to the final viewpoint.", "From the starting viewpoint, first turn back and go straight.", "Next turn right and go straight.", "Then turn right and go straight.", "This forward route reaches the final viewpoint. To return, undo its moveme...
[ { "claim_type": "route_action", "step_id": 1, "text": "First recover the observed forward route from the starting viewpoint to the final viewpoint." }, { "claim_type": "route_action", "step_id": 2, "text": "From the starting viewpoint, first turn back and go straight." }, { "clai...
[ "First recover the observed forward route from the starting viewpoint to the final viewpoint.", "From the starting viewpoint, first turn back and go straight.", "Next turn right and go straight.", "Then turn right and go straight.", "This forward route reaches the final viewpoint. To return, undo its moveme...
[ { "claim_type": "route_action", "step_id": 1, "text": "First recover the observed forward route from the starting viewpoint to the final viewpoint." }, { "claim_type": "route_action", "step_id": 2, "text": "From the starting viewpoint, first turn back and go straight." }, { "clai...
r2r_06_kEZ7cmS4wCh_episode-25_reverse_route_plan_001
r2r_06_kEZ7cmS4wCh_episode-25_reverse_route_plan_001
{ "answer_correct": false, "evaluation_valid": true, "gold_reasoning_source": "r2r_action_geometry_rule_based", "judge_status": "ok", "kept_outcome": "answer_wrong", "outcome": "answer_wrong", "pre_filter_status": null, "step_correct": false, "video_judge_model": "/ssd2/mayiling/models/Qwen3-VL-8B-Ins...
From my viewpoint at the end of the video, how can I go back to my starting point?
[ "From the starting viewpoint, first turn back and go straight.", "Then go straight.", "Then go straight.", "Then go straight.", "Then go straight.", "Then go straight.", "From the final viewpoint, first turn back and go straight.", "Then go straight.", "Then go straight.", "Then go straight.", "...
[ { "claim_type": "forward", "step_id": 1, "text": "From the starting viewpoint, first turn back and go straight." }, { "claim_type": "forward", "step_id": 2, "text": "Then go straight." }, { "claim_type": "forward", "step_id": 3, "text": "Then go straight." }, { "c...
{ "answer_correct": false, "evaluation_valid": true, "gold_reasoning_steps": [ { "claim_type": "route_action", "step_id": 1, "text": "First recover the observed forward route from the starting viewpoint to the final viewpoint." }, { "claim_type": "route_action", "step_id"...
kEZ7cmS4wCh
[ { "claim_type": "route_action", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 1 }, { "claim_type": "route_action", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 2 }, { ...
reverse_route_plan
r2r_06_kEZ7cmS4wCh_episode-25
/home/mayiling/projs/Video/data/R2R_canonical/r2r_06_kEZ7cmS4wCh_episode-25.mp4
complex trajectory
F
{ "A": "straight line", "B": "L-shape", "C": "U-shape", "D": "in-place orientation", "E": "manhattan-style piecewise linear", "F": "complex trajectory" }
r2r
[ "The route contains 3 meaningful straight movement segments.", "The route contains 3 major turning segments.", "The route makes 3 major turns in this order: back, right, and right.", "Because the route changes direction multiple times without matching a simpler template, it is a complex trajectory.", "There...
[ { "claim_type": "trajectory_summary", "step_id": 1, "text": "The route contains 3 meaningful straight movement segments." }, { "claim_type": "trajectory_summary", "step_id": 2, "text": "The route contains 3 major turning segments." }, { "claim_type": "trajectory_summary", "st...
[ "The route contains 3 meaningful straight movement segments.", "The route contains 3 major turning segments.", "The route makes 3 major turns in this order: back, right, and right.", "Because the route changes direction multiple times without matching a simpler template, it is a complex trajectory.", "There...
[ { "claim_type": "trajectory_summary", "step_id": 1, "text": "The route contains 3 meaningful straight movement segments." }, { "claim_type": "trajectory_summary", "step_id": 2, "text": "The route contains 3 major turning segments." }, { "claim_type": "trajectory_summary", "st...
r2r_06_kEZ7cmS4wCh_episode-25_route_shape_001
r2r_06_kEZ7cmS4wCh_episode-25_route_shape_001
{ "answer_correct": false, "evaluation_valid": true, "gold_reasoning_source": "r2r_action_geometry_rule_based", "judge_status": "ok", "kept_outcome": "answer_wrong", "outcome": "answer_wrong", "pre_filter_status": null, "step_correct": false, "video_judge_model": "/ssd2/mayiling/models/Qwen3-VL-8B-Ins...
What is the shape of my actual moving trajectory?
[ "Track the camera trajectory from the start viewpoint to the end viewpoint.", "The camera makes one major turn.", "That turn pattern makes the overall trajectory L-shaped.", "Therefore, the overall route shape is L-shaped, which corresponds to choice B." ]
[ { "claim_type": "route_start", "step_id": 1, "text": "Track the camera trajectory from the start viewpoint to the end viewpoint." }, { "claim_type": "turn_pattern", "step_id": 2, "text": "The camera makes one major turn." }, { "claim_type": "shape_resolution", "step_id": 3, ...
{ "answer_correct": false, "evaluation_valid": true, "gold_reasoning_steps": [ { "claim_type": "trajectory_summary", "step_id": 1, "text": "The route contains 3 meaningful straight movement segments." }, { "claim_type": "trajectory_summary", "step_id": 2, "text": "T...
kEZ7cmS4wCh
[ { "claim_type": "trajectory_summary", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 1 }, { "claim_type": "trajectory_summary", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id":...
route_shape
r2r_06_kEZ7cmS4wCh_episode-25
/home/mayiling/projs/Video/data/R2R_canonical/r2r_06_kEZ7cmS4wCh_episode-25.mp4
Turn left, Turn left
A
{ "A": "Turn left, Turn left", "B": "Turn left, Turn right", "C": "Turn back, Turn right", "D": "Turn right, Turn right" }
r2r
[ "Starting with the large painting above dining table in view, follow three straight route legs: toward the wooden staircase with ornate railing, then toward the framed painting on wall, and finally toward the door with frosted glass panel.", "When the wooden staircase with ornate railing is in view, turn left and...
[ { "claim_type": "route_decomposition", "step_id": 1, "text": "Starting with the large painting above dining table in view, follow three straight route legs: toward the wooden staircase with ornate railing, then toward the framed painting on wall, and finally toward the door with frosted glass panel." ...
[ "Starting with the large painting above dining table in view, follow three straight route legs: toward the wooden staircase with ornate railing, then toward the framed painting on wall, and finally toward the door with frosted glass panel.", "When the wooden staircase with ornate railing is in view, turn left and...
[ { "claim_type": "route_decomposition", "step_id": 1, "text": "Starting with the large painting above dining table in view, follow three straight route legs: toward the wooden staircase with ornate railing, then toward the framed painting on wall, and finally toward the door with frosted glass panel." ...
r2r_07_EDJbREhghzL_episode-28_route_plan_001
r2r_07_EDJbREhghzL_episode-28_route_plan_001
{ "answer_correct": false, "evaluation_valid": true, "gold_reasoning_source": "r2r_action_geometry_rule_based", "judge_status": "ok", "kept_outcome": "answer_wrong", "outcome": "answer_wrong", "pre_filter_status": null, "step_correct": true, "video_judge_model": "/ssd2/mayiling/models/Qwen3-VL-8B-Inst...
You are a robot beginning with the large painting above dining table in view and facing toward the wooden staircase with ornate railing. Navigate to the door with frosted glass panel. Fill in this observed route: 1. Go forward toward the wooden staircase with ornate railing. 2. [?] 3. Go forward toward the framed paint...
[ "Start at the initial viewpoint and trace the camera path in chronological order.", "First, the camera turns left and goes straight.", "Next, the camera turns left and goes straight.", "Then, the camera goes straight.", "Taken together, this ordered motion reaches the final viewpoint described by the route....
[ { "claim_type": "route_start", "step_id": 1, "text": "Start at the initial viewpoint and trace the camera path in chronological order." }, { "claim_type": "route_segment", "step_id": 2, "text": "First, the camera turns left and goes straight." }, { "claim_type": "route_segment", ...
{ "answer_correct": false, "evaluation_valid": true, "gold_reasoning_steps": [ { "claim_type": "route_decomposition", "step_id": 1, "text": "Starting with the large painting above dining table in view, follow three straight route legs: toward the wooden staircase with ornate railing, then to...
EDJbREhghzL
[ { "claim_type": "route_decomposition", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 1 }, { "claim_type": "turn_completion", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 2...
route_plan
r2r_07_EDJbREhghzL_episode-28
/home/mayiling/projs/Video/data/R2R_canonical/r2r_07_EDJbREhghzL_episode-28.mp4
Turn back. Go straight. Turn right. Go straight. Turn right. Go straight. Turn right. Go straight. Turn right.
C
{ "A": "Turn back. Go straight. Turn left. Go straight. Turn left. Go straight. Turn left. Go straight. Turn left.", "B": "Go straight. Turn right. Go straight. Turn right. Go straight. Turn right. Go straight. Turn right.", "C": "Turn back. Go straight. Turn right. Go straight. Turn right. Go straight. Turn righ...
r2r
[ "First recover the observed forward route from the starting viewpoint to the final viewpoint.", "From the starting viewpoint, first turn left and go straight.", "Next turn left and go straight.", "Then turn left and go straight.", "After that turn left and go straight.", "This forward route reaches the fi...
[ { "claim_type": "route_action", "step_id": 1, "text": "First recover the observed forward route from the starting viewpoint to the final viewpoint." }, { "claim_type": "route_action", "step_id": 2, "text": "From the starting viewpoint, first turn left and go straight." }, { "clai...
[ "First recover the observed forward route from the starting viewpoint to the final viewpoint.", "From the starting viewpoint, first turn left and go straight.", "Next turn left and go straight.", "Then turn left and go straight.", "After that turn left and go straight.", "This forward route reaches the fi...
[ { "claim_type": "route_action", "step_id": 1, "text": "First recover the observed forward route from the starting viewpoint to the final viewpoint." }, { "claim_type": "route_action", "step_id": 2, "text": "From the starting viewpoint, first turn left and go straight." }, { "clai...
r2r_07_EDJbREhghzL_episode-28_reverse_route_plan_001
r2r_07_EDJbREhghzL_episode-28_reverse_route_plan_001
{ "answer_correct": true, "evaluation_valid": true, "gold_reasoning_source": "r2r_action_geometry_rule_based", "judge_status": "ok", "kept_outcome": "answer_correct_step_wrong", "outcome": "answer_correct_step_wrong", "pre_filter_status": null, "step_correct": false, "video_judge_model": "/ssd2/mayili...
From my viewpoint at the end of the video, how can I go back to my starting point?
[ "From the starting viewpoint, first turn left and go straight.", "Then go straight.", "Then go straight.", "Then go straight.", "Then go straight.", "Then go straight.", "Then go straight.", "Then go straight.", "From the final viewpoint, first turn around and go straight back.", "Then turn right ...
[ { "claim_type": "forward", "step_id": 1, "text": "From the starting viewpoint, first turn left and go straight." }, { "claim_type": "forward", "step_id": 2, "text": "Then go straight." }, { "claim_type": "forward", "step_id": 3, "text": "Then go straight." }, { "c...
{ "answer_correct": true, "evaluation_valid": true, "gold_reasoning_steps": [ { "claim_type": "route_action", "step_id": 1, "text": "First recover the observed forward route from the starting viewpoint to the final viewpoint." }, { "claim_type": "route_action", "step_id":...
EDJbREhghzL
[ { "claim_type": "route_action", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 1 }, { "claim_type": "route_action", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 2 }, { ...
reverse_route_plan
r2r_07_EDJbREhghzL_episode-28
/home/mayiling/projs/Video/data/R2R_canonical/r2r_07_EDJbREhghzL_episode-28.mp4
U-shape
C
{ "A": "straight line", "B": "L-shape", "C": "U-shape", "D": "in-place orientation", "E": "manhattan-style piecewise linear", "F": "complex trajectory" }
r2r
[ "The route contains 3 meaningful straight movement segments.", "The route contains 3 major turning segments.", "The route makes 3 major turns in this order: left, left, and left.", "Three straight movements with 3 major turns still produce an overall out-and-back bend, so the trajectory is U-shaped.", "Ther...
[ { "claim_type": "trajectory_summary", "step_id": 1, "text": "The route contains 3 meaningful straight movement segments." }, { "claim_type": "trajectory_summary", "step_id": 2, "text": "The route contains 3 major turning segments." }, { "claim_type": "trajectory_summary", "st...
[ "The route contains 3 meaningful straight movement segments.", "The route contains 3 major turning segments.", "The route makes 3 major turns in this order: left, left, and left.", "Three straight movements with 3 major turns still produce an overall out-and-back bend, so the trajectory is U-shaped.", "Ther...
[ { "claim_type": "trajectory_summary", "step_id": 1, "text": "The route contains 3 meaningful straight movement segments." }, { "claim_type": "trajectory_summary", "step_id": 2, "text": "The route contains 3 major turning segments." }, { "claim_type": "trajectory_summary", "st...
r2r_07_EDJbREhghzL_episode-28_route_shape_001
r2r_07_EDJbREhghzL_episode-28_route_shape_001
{ "answer_correct": false, "evaluation_valid": true, "gold_reasoning_source": "r2r_action_geometry_rule_based", "judge_status": "ok", "kept_outcome": "answer_wrong", "outcome": "answer_wrong", "pre_filter_status": null, "step_correct": false, "video_judge_model": "/ssd2/mayiling/models/Qwen3-VL-8B-Ins...
What is the shape of my actual moving trajectory?
[ "Track the camera trajectory from the start viewpoint to the end viewpoint.", "The camera makes one major turn: left.", "That turn pattern makes the overall trajectory L-shaped.", "Therefore, the overall route shape is L-shaped, which corresponds to choice B." ]
[ { "claim_type": "route_start", "step_id": 1, "text": "Track the camera trajectory from the start viewpoint to the end viewpoint." }, { "claim_type": "turn_pattern", "step_id": 2, "text": "The camera makes one major turn: left." }, { "claim_type": "shape_resolution", "step_id"...
{ "answer_correct": false, "evaluation_valid": true, "gold_reasoning_steps": [ { "claim_type": "trajectory_summary", "step_id": 1, "text": "The route contains 3 meaningful straight movement segments." }, { "claim_type": "trajectory_summary", "step_id": 2, "text": "T...
EDJbREhghzL
[ { "claim_type": "trajectory_summary", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 1 }, { "claim_type": "trajectory_summary", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id":...
route_shape
r2r_07_EDJbREhghzL_episode-28
/home/mayiling/projs/Video/data/R2R_canonical/r2r_07_EDJbREhghzL_episode-28.mp4
Turn back. Go straight. Turn right. Go straight. Turn right. Go straight. Turn back.
C
{ "A": "Turn back. Go straight. Turn left. Go straight. Turn left. Go straight. Turn back.", "B": "Go straight. Turn right. Go straight. Turn right. Go straight. Turn back.", "C": "Turn back. Go straight. Turn right. Go straight. Turn right. Go straight. Turn back.", "D": "Turn back. Go straight. Turn left. Go ...
r2r
[ "First recover the observed forward route from the starting viewpoint to the final viewpoint.", "From the starting viewpoint, first turn back and go straight.", "Next turn left and go straight.", "Then turn left and go straight.", "This forward route reaches the final viewpoint. To return, undo its movement...
[ { "claim_type": "route_action", "step_id": 1, "text": "First recover the observed forward route from the starting viewpoint to the final viewpoint." }, { "claim_type": "route_action", "step_id": 2, "text": "From the starting viewpoint, first turn back and go straight." }, { "clai...
[ "First recover the observed forward route from the starting viewpoint to the final viewpoint.", "From the starting viewpoint, first turn back and go straight.", "Next turn left and go straight.", "Then turn left and go straight.", "This forward route reaches the final viewpoint. To return, undo its movement...
[ { "claim_type": "route_action", "step_id": 1, "text": "First recover the observed forward route from the starting viewpoint to the final viewpoint." }, { "claim_type": "route_action", "step_id": 2, "text": "From the starting viewpoint, first turn back and go straight." }, { "clai...
r2r_08_mJXqzFtmKg4_episode-31_reverse_route_plan_001
r2r_08_mJXqzFtmKg4_episode-31_reverse_route_plan_001
{ "answer_correct": true, "evaluation_valid": true, "gold_reasoning_source": "r2r_action_geometry_rule_based", "judge_status": "ok", "kept_outcome": "answer_correct_step_wrong", "outcome": "answer_correct_step_wrong", "pre_filter_status": null, "step_correct": false, "video_judge_model": "/ssd2/mayili...
From my viewpoint at the end of the video, how can I go back to my starting point?
[ "From the starting viewpoint, first turn back and go straight.", "Then turn left and go straight.", "Then turn left and go straight.", "Then go straight.", "From the final viewpoint, first turn back and go straight.", "Then turn right and go straight.", "Then turn right and go straight.", "Then go str...
[ { "claim_type": "forward", "step_id": 1, "text": "From the starting viewpoint, first turn back and go straight." }, { "claim_type": "forward", "step_id": 2, "text": "Then turn left and go straight." }, { "claim_type": "forward", "step_id": 3, "text": "Then turn left and g...
{ "answer_correct": true, "evaluation_valid": true, "gold_reasoning_steps": [ { "claim_type": "route_action", "step_id": 1, "text": "First recover the observed forward route from the starting viewpoint to the final viewpoint." }, { "claim_type": "route_action", "step_id":...
mJXqzFtmKg4
[ { "claim_type": "route_action", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 1 }, { "claim_type": "route_action", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 2 }, { ...
reverse_route_plan
r2r_08_mJXqzFtmKg4_episode-31
/home/mayiling/projs/Video/data/R2R_canonical/r2r_08_mJXqzFtmKg4_episode-31.mp4
complex trajectory
F
{ "A": "straight line", "B": "L-shape", "C": "U-shape", "D": "in-place orientation", "E": "manhattan-style piecewise linear", "F": "complex trajectory" }
r2r
[ "The route contains 3 meaningful straight movement segments.", "The route contains 3 major turning segments.", "The route makes 3 major turns in this order: back, left, and left.", "Because the route changes direction multiple times without matching a simpler template, it is a complex trajectory.", "Therefo...
[ { "claim_type": "trajectory_summary", "step_id": 1, "text": "The route contains 3 meaningful straight movement segments." }, { "claim_type": "trajectory_summary", "step_id": 2, "text": "The route contains 3 major turning segments." }, { "claim_type": "trajectory_summary", "st...
[ "The route contains 3 meaningful straight movement segments.", "The route contains 3 major turning segments.", "The route makes 3 major turns in this order: back, left, and left.", "Because the route changes direction multiple times without matching a simpler template, it is a complex trajectory.", "Therefo...
[ { "claim_type": "trajectory_summary", "step_id": 1, "text": "The route contains 3 meaningful straight movement segments." }, { "claim_type": "trajectory_summary", "step_id": 2, "text": "The route contains 3 major turning segments." }, { "claim_type": "trajectory_summary", "st...
r2r_08_mJXqzFtmKg4_episode-31_route_shape_001
r2r_08_mJXqzFtmKg4_episode-31_route_shape_001
{ "answer_correct": false, "evaluation_valid": true, "gold_reasoning_source": "r2r_action_geometry_rule_based", "judge_status": "ok", "kept_outcome": "answer_wrong", "outcome": "answer_wrong", "pre_filter_status": null, "step_correct": false, "video_judge_model": "/ssd2/mayiling/models/Qwen3-VL-8B-Ins...
What is the shape of my actual moving trajectory?
[ "Track the camera trajectory from the start viewpoint to the end viewpoint.", "The camera mostly continues forward without a major change in direction.", "That turn pattern makes the overall trajectory straight.", "Therefore, the overall route shape is straight, which corresponds to choice B." ]
[ { "claim_type": "route_start", "step_id": 1, "text": "Track the camera trajectory from the start viewpoint to the end viewpoint." }, { "claim_type": "turn_pattern", "step_id": 2, "text": "The camera mostly continues forward without a major change in direction." }, { "claim_type":...
{ "answer_correct": false, "evaluation_valid": true, "gold_reasoning_steps": [ { "claim_type": "trajectory_summary", "step_id": 1, "text": "The route contains 3 meaningful straight movement segments." }, { "claim_type": "trajectory_summary", "step_id": 2, "text": "T...
mJXqzFtmKg4
[ { "claim_type": "trajectory_summary", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 1 }, { "claim_type": "trajectory_summary", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id":...
route_shape
r2r_08_mJXqzFtmKg4_episode-31
/home/mayiling/projs/Video/data/R2R_canonical/r2r_08_mJXqzFtmKg4_episode-31.mp4
Turn back. Go straight. Turn right. Go straight. Turn left. Go straight. Turn left.
C
{ "A": "Turn back. Go straight. Turn left. Go straight. Turn right. Go straight. Turn right.", "B": "Go straight. Turn right. Go straight. Turn left. Go straight. Turn left.", "C": "Turn back. Go straight. Turn right. Go straight. Turn left. Go straight. Turn left.", "D": "Turn back. Go straight. Turn left. Go ...
r2r
[ "First recover the observed forward route from the starting viewpoint to the final viewpoint.", "From the starting viewpoint, first turn right and go straight.", "Next turn right and go straight.", "Then turn left and go straight.", "This forward route reaches the final viewpoint. To return, undo its moveme...
[ { "claim_type": "route_action", "step_id": 1, "text": "First recover the observed forward route from the starting viewpoint to the final viewpoint." }, { "claim_type": "route_action", "step_id": 2, "text": "From the starting viewpoint, first turn right and go straight." }, { "cla...
[ "First recover the observed forward route from the starting viewpoint to the final viewpoint.", "From the starting viewpoint, first turn right and go straight.", "Next turn right and go straight.", "Then turn left and go straight.", "This forward route reaches the final viewpoint. To return, undo its moveme...
[ { "claim_type": "route_action", "step_id": 1, "text": "First recover the observed forward route from the starting viewpoint to the final viewpoint." }, { "claim_type": "route_action", "step_id": 2, "text": "From the starting viewpoint, first turn right and go straight." }, { "cla...
r2r_09_pRbA3pwrgk9_episode-34_reverse_route_plan_001
r2r_09_pRbA3pwrgk9_episode-34_reverse_route_plan_001
{ "answer_correct": false, "evaluation_valid": true, "gold_reasoning_source": "r2r_action_geometry_rule_based", "judge_status": "ok", "kept_outcome": "answer_wrong", "outcome": "answer_wrong", "pre_filter_status": null, "step_correct": false, "video_judge_model": "/ssd2/mayiling/models/Qwen3-VL-8B-Ins...
From my viewpoint at the end of the video, how can I go back to my starting point?
[ "From the starting viewpoint, first turn right and go straight.", "Then go straight.", "Then go straight.", "Then go straight.", "Then turn left.", "From the final viewpoint, first turn around and go straight back.", "Then turn right and go straight.", "Then go straight.", "Then go straight.", "Th...
[ { "claim_type": "forward", "step_id": 1, "text": "From the starting viewpoint, first turn right and go straight." }, { "claim_type": "forward", "step_id": 2, "text": "Then go straight." }, { "claim_type": "forward", "step_id": 3, "text": "Then go straight." }, { "...
{ "answer_correct": false, "evaluation_valid": true, "gold_reasoning_steps": [ { "claim_type": "route_action", "step_id": 1, "text": "First recover the observed forward route from the starting viewpoint to the final viewpoint." }, { "claim_type": "route_action", "step_id"...
pRbA3pwrgk9
[ { "claim_type": "route_action", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 1 }, { "claim_type": "route_action", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 2 }, { ...
reverse_route_plan
r2r_09_pRbA3pwrgk9_episode-34
/home/mayiling/projs/Video/data/R2R_canonical/r2r_09_pRbA3pwrgk9_episode-34.mp4
U-shape
C
{ "A": "straight line", "B": "L-shape", "C": "U-shape", "D": "in-place orientation", "E": "manhattan-style piecewise linear", "F": "complex trajectory" }
r2r
[ "The route contains 3 meaningful straight movement segments.", "The route contains 3 major turning segments.", "The route makes 3 major turns in this order: right, right, and left.", "Three straight movements with 3 major turns still produce an overall out-and-back bend, so the trajectory is U-shaped.", "Th...
[ { "claim_type": "trajectory_summary", "step_id": 1, "text": "The route contains 3 meaningful straight movement segments." }, { "claim_type": "trajectory_summary", "step_id": 2, "text": "The route contains 3 major turning segments." }, { "claim_type": "trajectory_summary", "st...
[ "The route contains 3 meaningful straight movement segments.", "The route contains 3 major turning segments.", "The route makes 3 major turns in this order: right, right, and left.", "Three straight movements with 3 major turns still produce an overall out-and-back bend, so the trajectory is U-shaped.", "Th...
[ { "claim_type": "trajectory_summary", "step_id": 1, "text": "The route contains 3 meaningful straight movement segments." }, { "claim_type": "trajectory_summary", "step_id": 2, "text": "The route contains 3 major turning segments." }, { "claim_type": "trajectory_summary", "st...
r2r_09_pRbA3pwrgk9_episode-34_route_shape_001
r2r_09_pRbA3pwrgk9_episode-34_route_shape_001
{ "answer_correct": false, "evaluation_valid": true, "gold_reasoning_source": "r2r_action_geometry_rule_based", "judge_status": "ok", "kept_outcome": "answer_wrong", "outcome": "answer_wrong", "pre_filter_status": null, "step_correct": false, "video_judge_model": "/ssd2/mayiling/models/Qwen3-VL-8B-Ins...
What is the shape of my actual moving trajectory?
[ "Track the camera trajectory from the start viewpoint to the end viewpoint.", "The camera makes two major turns in this order: right, then left.", "That turn pattern makes the overall trajectory L-shaped.", "Therefore, the overall route shape is L-shaped, which corresponds to choice B." ]
[ { "claim_type": "route_start", "step_id": 1, "text": "Track the camera trajectory from the start viewpoint to the end viewpoint." }, { "claim_type": "turn_pattern", "step_id": 2, "text": "The camera makes two major turns in this order: right, then left." }, { "claim_type": "shape...
{ "answer_correct": false, "evaluation_valid": true, "gold_reasoning_steps": [ { "claim_type": "trajectory_summary", "step_id": 1, "text": "The route contains 3 meaningful straight movement segments." }, { "claim_type": "trajectory_summary", "step_id": 2, "text": "T...
pRbA3pwrgk9
[ { "claim_type": "trajectory_summary", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 1 }, { "claim_type": "trajectory_summary", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id":...
route_shape
r2r_09_pRbA3pwrgk9_episode-34
/home/mayiling/projs/Video/data/R2R_canonical/r2r_09_pRbA3pwrgk9_episode-34.mp4
Turn back. Go straight. Turn left. Go straight. Turn right.
D
{ "A": "Turn back. Go straight. Turn right. Go straight. Turn left.", "B": "Go straight. Turn left. Go straight. Turn right.", "C": "Turn back. Go straight. Turn right. Go straight. Turn right.", "D": "Turn back. Go straight. Turn left. Go straight. Turn right." }
r2r
[ "First recover the observed forward route from the starting viewpoint to the final viewpoint.", "From the starting viewpoint, first turn left and go straight.", "Next turn right and go straight.", "This forward route reaches the final viewpoint. To return, undo its movement units in reverse order: retrace eac...
[ { "claim_type": "route_action", "step_id": 1, "text": "First recover the observed forward route from the starting viewpoint to the final viewpoint." }, { "claim_type": "route_action", "step_id": 2, "text": "From the starting viewpoint, first turn left and go straight." }, { "clai...
[ "First recover the observed forward route from the starting viewpoint to the final viewpoint.", "From the starting viewpoint, first turn left and go straight.", "Next turn right and go straight.", "This forward route reaches the final viewpoint. To return, undo its movement units in reverse order: retrace eac...
[ { "claim_type": "route_action", "step_id": 1, "text": "First recover the observed forward route from the starting viewpoint to the final viewpoint." }, { "claim_type": "route_action", "step_id": 2, "text": "From the starting viewpoint, first turn left and go straight." }, { "clai...
r2r_10_82sE5b5pLXE_episode-37_reverse_route_plan_001
r2r_10_82sE5b5pLXE_episode-37_reverse_route_plan_001
{ "answer_correct": true, "evaluation_valid": true, "gold_reasoning_source": "r2r_action_geometry_rule_based", "judge_status": "ok", "kept_outcome": "answer_correct_step_correct", "outcome": "answer_correct_step_correct", "pre_filter_status": null, "step_correct": true, "video_judge_model": "/ssd2/may...
From my viewpoint at the end of the video, how can I go back to my starting point?
[ "From the starting viewpoint, first turn left and go straight.", "Then turn right and go straight.", "From the final viewpoint, first turn back and go straight.", "Then turn left and go straight.", "Finally turn right.", "Therefore, the reverse route plan that returns to the start is choice D: Turn back. ...
[ { "claim_type": "forward", "step_id": 1, "text": "From the starting viewpoint, first turn left and go straight." }, { "claim_type": "forward", "step_id": 2, "text": "Then turn right and go straight." }, { "claim_type": "reverse", "step_id": 3, "text": "From the final view...
{ "answer_correct": true, "evaluation_valid": true, "gold_reasoning_steps": [ { "claim_type": "route_action", "step_id": 1, "text": "First recover the observed forward route from the starting viewpoint to the final viewpoint." }, { "claim_type": "route_action", "step_id":...
82sE5b5pLXE
[ { "claim_type": "route_action", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 1 }, { "claim_type": "route_action", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 2 }, { ...
reverse_route_plan
r2r_10_82sE5b5pLXE_episode-37
/home/mayiling/projs/Video/data/R2R_canonical/r2r_10_82sE5b5pLXE_episode-37.mp4
L-shape
B
{ "A": "straight line", "B": "L-shape", "C": "U-shape", "D": "in-place orientation", "E": "manhattan-style piecewise linear", "F": "complex trajectory" }
r2r
[ "The route contains 2 meaningful straight movement segments.", "The route contains 2 major turning segments.", "The route makes 2 major turns in this order: left, and right.", "Two straight movements with 2 major direction changes still form one overall bend, so the trajectory is L-shaped.", "Therefore, the...
[ { "claim_type": "trajectory_summary", "step_id": 1, "text": "The route contains 2 meaningful straight movement segments." }, { "claim_type": "trajectory_summary", "step_id": 2, "text": "The route contains 2 major turning segments." }, { "claim_type": "trajectory_summary", "st...
[ "The route contains 2 meaningful straight movement segments.", "The route contains 2 major turning segments.", "The route makes 2 major turns in this order: left, and right.", "Two straight movements with 2 major direction changes still form one overall bend, so the trajectory is L-shaped.", "Therefore, the...
[ { "claim_type": "trajectory_summary", "step_id": 1, "text": "The route contains 2 meaningful straight movement segments." }, { "claim_type": "trajectory_summary", "step_id": 2, "text": "The route contains 2 major turning segments." }, { "claim_type": "trajectory_summary", "st...
r2r_10_82sE5b5pLXE_episode-37_route_shape_001
r2r_10_82sE5b5pLXE_episode-37_route_shape_001
{ "answer_correct": true, "evaluation_valid": true, "gold_reasoning_source": "r2r_action_geometry_rule_based", "judge_status": "ok", "kept_outcome": "answer_correct_step_wrong", "outcome": "answer_correct_step_wrong", "pre_filter_status": null, "step_correct": false, "video_judge_model": "/ssd2/mayili...
What is the shape of my actual moving trajectory?
[ "Track the camera trajectory from the start viewpoint to the end viewpoint.", "The camera makes one major turn.", "That turn pattern makes the overall trajectory L-shaped.", "Therefore, the overall route shape is L-shaped, which corresponds to choice B." ]
[ { "claim_type": "route_start", "step_id": 1, "text": "Track the camera trajectory from the start viewpoint to the end viewpoint." }, { "claim_type": "turn_pattern", "step_id": 2, "text": "The camera makes one major turn." }, { "claim_type": "shape_resolution", "step_id": 3, ...
{ "answer_correct": true, "evaluation_valid": true, "gold_reasoning_steps": [ { "claim_type": "trajectory_summary", "step_id": 1, "text": "The route contains 2 meaningful straight movement segments." }, { "claim_type": "trajectory_summary", "step_id": 2, "text": "Th...
82sE5b5pLXE
[ { "claim_type": "trajectory_summary", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 1 }, { "claim_type": "trajectory_summary", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id":...
route_shape
r2r_10_82sE5b5pLXE_episode-37
/home/mayiling/projs/Video/data/R2R_canonical/r2r_10_82sE5b5pLXE_episode-37.mp4
front-right
B
{ "A": "front-left", "B": "front-right", "C": "back-left", "D": "back-right" }
arkitscenes
[ "Use the fourth chair seen in the scan as the standing point.", "Use the oven as the facing landmark and face directly toward its center.", "Use the dishwasher as the target object.", "From the chair, the dishwasher falls on the same forward side as the oven rather than behind, so it is in front.", "Relativ...
[ { "claim_type": "observer_anchor", "step_id": 1, "text": "Use the fourth chair seen in the scan as the standing point." }, { "claim_type": "facing_anchor", "step_id": 2, "text": "Use the oven as the facing landmark and face directly toward its center." }, { "claim_type": "target_...
[ "Use the fourth chair seen in the scan as the standing point.", "Use the oven as the facing landmark and face directly toward its center.", "Use the dishwasher as the target object.", "From the chair, the dishwasher falls on the same forward side as the oven rather than behind, so it is in front.", "Relativ...
[ { "claim_type": "observer_anchor", "step_id": 1, "text": "Use the fourth chair seen in the scan as the standing point." }, { "claim_type": "facing_anchor", "step_id": 2, "text": "Use the oven as the facing landmark and face directly toward its center." }, { "claim_type": "target_...
40777060_relative_direction_0002_obj_021_chair_obj_009_oven_obj_006_dishwasher
40777060_relative_direction_0002_obj_021_chair_obj_009_oven_obj_006_dishwasher
{ "answer_correct": true, "evaluation_valid": true, "facing_reference_valid": true, "final_filter_reason": "all_references_match_gt", "final_filter_status": "keep", "gold_reasoning_source": "openai/gpt-5.4", "judge_status": "ok", "kept_outcome": "answer_correct_step_correct", "outcome": "answer_correc...
If I stand at the position of the fourth chair to appear and face directly toward the center of the oven, is the dishwasher in the front-left, front-right, back-left, or back-right quadrant?
[ "Use the fourth chair seen in the scan as the standing point.", "Use the oven as the facing landmark and face directly toward its center.", "Use the dishwasher as the target object.", "From the position of the red chair facing the stove, the dishwasher is in front (toward the stove) as it is on the same side ...
[ { "claim_type": "observer_anchor", "step_id": 1, "text": "Use the fourth chair seen in the scan as the standing point." }, { "claim_type": "facing_anchor", "step_id": 2, "text": "Use the oven as the facing landmark and face directly toward its center." }, { "claim_type": "target_...
{ "answer_correct": true, "evaluation_valid": true, "gold_reasoning_steps": [ { "claim_type": "observer_anchor", "step_id": 1, "text": "Use the fourth chair seen in the scan as the standing point." }, { "claim_type": "facing_anchor", "step_id": 2, "text": "Use the o...
40777060
[ { "claim_type": "observer_anchor", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 1 }, { "claim_type": "facing_anchor", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 2 }, ...
relative_direction
40777060
/home/mayiling/projs/Video/QA_Code_By_Type1/Spatial_Relation_Reasoning/outputs/compressed_videos/40777060_spatial_relation_openrouter.mp4
back-right
D
{ "A": "front-left", "B": "front-right", "C": "back-left", "D": "back-right" }
arkitscenes
[ "Use the third table seen in the scan as the standing point.", "Use the dishwasher as the facing landmark and face directly toward its center.", "Use the fireplace as the target object.", "From the third table, when facing the dishwasher, the fireplace falls behind that facing direction, so it is in back.", ...
[ { "claim_type": "observer_anchor", "step_id": 1, "text": "Use the third table seen in the scan as the standing point." }, { "claim_type": "facing_anchor", "step_id": 2, "text": "Use the dishwasher as the facing landmark and face directly toward its center." }, { "claim_type": "ta...
[ "Use the third table seen in the scan as the standing point.", "Use the dishwasher as the facing landmark and face directly toward its center.", "Use the fireplace as the target object.", "From the third table, when facing the dishwasher, the fireplace falls behind that facing direction, so it is in back.", ...
[ { "claim_type": "observer_anchor", "step_id": 1, "text": "Use the third table seen in the scan as the standing point." }, { "claim_type": "facing_anchor", "step_id": 2, "text": "Use the dishwasher as the facing landmark and face directly toward its center." }, { "claim_type": "ta...
40777060_relative_direction_0003_obj_020_table_obj_006_dishwasher_obj_028_fireplace
40777060_relative_direction_0003_obj_020_table_obj_006_dishwasher_obj_028_fireplace
{ "answer_correct": false, "evaluation_valid": true, "facing_reference_valid": true, "final_filter_reason": "all_references_match_gt", "final_filter_status": "keep", "gold_reasoning_source": "openai/gpt-5.4", "judge_status": "ok", "kept_outcome": "answer_wrong", "outcome": "answer_wrong", "pose_refe...
If I stand at the position of the third table to appear and face directly toward the center of the dishwasher, is the fireplace in the front-left, front-right, back-left, or back-right quadrant?
[ "Use the third table seen in the scan as the standing point.", "Use the dishwasher as the facing landmark and face directly toward its center.", "Use the fireplace as the target object.", "From the position of the third table, facing the dishwasher, the fireplace is behind the observer, as it is located throu...
[ { "claim_type": "observer_anchor", "step_id": 1, "text": "Use the third table seen in the scan as the standing point." }, { "claim_type": "facing_anchor", "step_id": 2, "text": "Use the dishwasher as the facing landmark and face directly toward its center." }, { "claim_type": "ta...
{ "answer_correct": false, "evaluation_valid": true, "gold_reasoning_steps": [ { "claim_type": "observer_anchor", "step_id": 1, "text": "Use the third table seen in the scan as the standing point." }, { "claim_type": "facing_anchor", "step_id": 2, "text": "Use the d...
40777060
[ { "claim_type": "observer_anchor", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 1 }, { "claim_type": "facing_anchor", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 2 }, ...
relative_direction
40777060
/home/mayiling/projs/Video/QA_Code_By_Type1/Spatial_Relation_Reasoning/outputs/compressed_videos/40777060_spatial_relation_openrouter.mp4
back-left
C
{ "A": "front-left", "B": "front-right", "C": "back-left", "D": "back-right" }
arkitscenes
[ "Use the table as the standing point.", "Use the washer as the facing landmark and face directly toward its center.", "Use the fourth cabinet seen in the scan as the target object.", "Relative to standing at the table and facing the washer, that cabinet is behind you rather than in front of you.", "From tha...
[ { "claim_type": "observer_anchor", "step_id": 1, "text": "Use the table as the standing point." }, { "claim_type": "facing_anchor", "step_id": 2, "text": "Use the washer as the facing landmark and face directly toward its center." }, { "claim_type": "target_anchor", "step_id"...
[ "Use the table as the standing point.", "Use the washer as the facing landmark and face directly toward its center.", "Use the fourth cabinet seen in the scan as the target object.", "Relative to standing at the table and facing the washer, that cabinet is behind you rather than in front of you.", "From tha...
[ { "claim_type": "observer_anchor", "step_id": 1, "text": "Use the table as the standing point." }, { "claim_type": "facing_anchor", "step_id": 2, "text": "Use the washer as the facing landmark and face directly toward its center." }, { "claim_type": "target_anchor", "step_id"...
41048173_relative_direction_0003_obj_002_table_obj_011_washer_obj_003_cabinet
41048173_relative_direction_0003_obj_002_table_obj_011_washer_obj_003_cabinet
{ "answer_correct": false, "evaluation_valid": true, "facing_reference_valid": true, "final_filter_reason": "all_references_match_gt", "final_filter_status": "keep", "gold_reasoning_source": "openai/gpt-5.4", "judge_status": "ok", "kept_outcome": "answer_wrong", "outcome": "answer_wrong", "pose_refe...
If I stand at the position of the table and face directly toward the center of the washer, is the fourth cabinet to appear in the front-left, front-right, back-left, or back-right quadrant?
[ "Use the table as the standing point.", "Use the washer as the facing landmark and face directly toward its center.", "Use the fourth cabinet seen in the scan as the target object.", "From the table facing the washer, the cabinet is in the front-left quadrant, as it is closer to the observer and to the left s...
[ { "claim_type": "observer_anchor", "step_id": 1, "text": "Use the table as the standing point." }, { "claim_type": "facing_anchor", "step_id": 2, "text": "Use the washer as the facing landmark and face directly toward its center." }, { "claim_type": "target_anchor", "step_id"...
{ "answer_correct": false, "evaluation_valid": true, "gold_reasoning_steps": [ { "claim_type": "observer_anchor", "step_id": 1, "text": "Use the table as the standing point." }, { "claim_type": "facing_anchor", "step_id": 2, "text": "Use the washer as the facing lan...
41048173
[ { "claim_type": "observer_anchor", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 1 }, { "claim_type": "facing_anchor", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 2 }, ...
relative_direction
41048173
/home/mayiling/projs/Video/QA_Code_By_Type1/Spatial_Relation_Reasoning/outputs/compressed_videos/41048173_spatial_relation_openrouter.mp4
front-right
B
{ "A": "front-left", "B": "front-right", "C": "back-left", "D": "back-right" }
arkitscenes
[ "Use the third table seen in the scan as the standing point.", "Use the bed as the facing landmark and face directly toward its center.", "Use the sofa as the target object.", "From the third table, the sofa lies on the same general side as the bed, so it is in front of the facing direction.", "Relative to ...
[ { "claim_type": "observer_anchor", "step_id": 1, "text": "Use the third table seen in the scan as the standing point." }, { "claim_type": "facing_anchor", "step_id": 2, "text": "Use the bed as the facing landmark and face directly toward its center." }, { "claim_type": "target_an...
[ "Use the third table seen in the scan as the standing point.", "Use the bed as the facing landmark and face directly toward its center.", "Use the sofa as the target object.", "From the third table, the sofa lies on the same general side as the bed, so it is in front of the facing direction.", "Relative to ...
[ { "claim_type": "observer_anchor", "step_id": 1, "text": "Use the third table seen in the scan as the standing point." }, { "claim_type": "facing_anchor", "step_id": 2, "text": "Use the bed as the facing landmark and face directly toward its center." }, { "claim_type": "target_an...
41069127_relative_direction_0000_obj_004_table_obj_000_bed_obj_003_sofa
41069127_relative_direction_0000_obj_004_table_obj_000_bed_obj_003_sofa
{ "answer_correct": false, "evaluation_valid": true, "facing_reference_valid": true, "final_filter_reason": "all_references_match_gt", "final_filter_status": "keep", "gold_reasoning_source": "openai/gpt-5.4", "judge_status": "ok", "kept_outcome": "answer_wrong", "outcome": "answer_wrong", "pose_refe...
If I stand at the position of the third table to appear and face directly toward the center of the bed, is the sofa in the front-left, front-right, back-left, or back-right quadrant?
[ "Use the third table seen in the scan as the standing point.", "Use the bed as the facing landmark and face directly toward its center.", "Use the sofa as the target object.", "From the position of the third table facing the bed, the sofa is behind the bed, placing it in the back quadrant.", "From the posit...
[ { "claim_type": "observer_anchor", "step_id": 1, "text": "Use the third table seen in the scan as the standing point." }, { "claim_type": "facing_anchor", "step_id": 2, "text": "Use the bed as the facing landmark and face directly toward its center." }, { "claim_type": "target_an...
{ "answer_correct": false, "evaluation_valid": true, "gold_reasoning_steps": [ { "claim_type": "observer_anchor", "step_id": 1, "text": "Use the third table seen in the scan as the standing point." }, { "claim_type": "facing_anchor", "step_id": 2, "text": "Use the b...
41069127
[ { "claim_type": "observer_anchor", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 1 }, { "claim_type": "facing_anchor", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 2 }, ...
relative_direction
41069127
/home/mayiling/projs/Video/QA_Code_By_Type1/Spatial_Relation_Reasoning/outputs/compressed_videos/41069127_spatial_relation_openrouter.mp4
back-right
D
{ "A": "front-left", "B": "front-right", "C": "back-left", "D": "back-right" }
arkitscenes
[ "Use the bed as the standing point.", "Use the sofa as the facing landmark and face directly toward its center.", "Use the stool as the target object.", "Relative to facing from the bed toward the sofa, the stool falls behind that forward direction, so it is on the back side.", "From that same bed-to-sofa f...
[ { "claim_type": "observer_anchor", "step_id": 1, "text": "Use the bed as the standing point." }, { "claim_type": "facing_anchor", "step_id": 2, "text": "Use the sofa as the facing landmark and face directly toward its center." }, { "claim_type": "target_anchor", "step_id": 3,...
[ "Use the bed as the standing point.", "Use the sofa as the facing landmark and face directly toward its center.", "Use the stool as the target object.", "Relative to facing from the bed toward the sofa, the stool falls behind that forward direction, so it is on the back side.", "From that same bed-to-sofa f...
[ { "claim_type": "observer_anchor", "step_id": 1, "text": "Use the bed as the standing point." }, { "claim_type": "facing_anchor", "step_id": 2, "text": "Use the sofa as the facing landmark and face directly toward its center." }, { "claim_type": "target_anchor", "step_id": 3,...
41069127_relative_direction_0001_obj_000_bed_obj_003_sofa_obj_005_stool
41069127_relative_direction_0001_obj_000_bed_obj_003_sofa_obj_005_stool
{ "answer_correct": false, "evaluation_valid": true, "facing_reference_valid": true, "final_filter_reason": "all_references_match_gt", "final_filter_status": "keep", "gold_reasoning_source": "openai/gpt-5.4", "judge_status": "ok", "kept_outcome": "answer_wrong", "outcome": "answer_wrong", "pose_refe...
If I stand at the position of the bed and face directly toward the center of the sofa, is the stool in the front-left, front-right, back-left, or back-right quadrant?
[ "Use the bed as the standing point.", "Use the sofa as the facing landmark and face directly toward its center.", "Use the stool as the target object.", "From the bed facing the sofa, the stool is in front, as it is closer to the observer than the back wall.", "From the bed facing the sofa, the stool is on ...
[ { "claim_type": "observer_anchor", "step_id": 1, "text": "Use the bed as the standing point." }, { "claim_type": "facing_anchor", "step_id": 2, "text": "Use the sofa as the facing landmark and face directly toward its center." }, { "claim_type": "target_anchor", "step_id": 3,...
{ "answer_correct": false, "evaluation_valid": true, "gold_reasoning_steps": [ { "claim_type": "observer_anchor", "step_id": 1, "text": "Use the bed as the standing point." }, { "claim_type": "facing_anchor", "step_id": 2, "text": "Use the sofa as the facing landmar...
41069127
[ { "claim_type": "observer_anchor", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 1 }, { "claim_type": "facing_anchor", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 2 }, ...
relative_direction
41069127
/home/mayiling/projs/Video/QA_Code_By_Type1/Spatial_Relation_Reasoning/outputs/compressed_videos/41069127_spatial_relation_openrouter.mp4
back-right
D
{ "A": "front-left", "B": "front-right", "C": "back-left", "D": "back-right" }
arkitscenes
[ "Use the bed as the standing point.", "Use the sofa as the facing landmark and face directly toward its center.", "Use the third table seen in the scan as the target object.", "Relative to facing from the bed toward the sofa, that third table lies behind you rather than ahead of you.", "From that same bed-t...
[ { "claim_type": "observer_anchor", "step_id": 1, "text": "Use the bed as the standing point." }, { "claim_type": "facing_anchor", "step_id": 2, "text": "Use the sofa as the facing landmark and face directly toward its center." }, { "claim_type": "target_anchor", "step_id": 3,...
[ "Use the bed as the standing point.", "Use the sofa as the facing landmark and face directly toward its center.", "Use the third table seen in the scan as the target object.", "Relative to facing from the bed toward the sofa, that third table lies behind you rather than ahead of you.", "From that same bed-t...
[ { "claim_type": "observer_anchor", "step_id": 1, "text": "Use the bed as the standing point." }, { "claim_type": "facing_anchor", "step_id": 2, "text": "Use the sofa as the facing landmark and face directly toward its center." }, { "claim_type": "target_anchor", "step_id": 3,...
41069127_relative_direction_0002_obj_000_bed_obj_003_sofa_obj_004_table
41069127_relative_direction_0002_obj_000_bed_obj_003_sofa_obj_004_table
{ "answer_correct": true, "evaluation_valid": true, "facing_reference_valid": true, "final_filter_reason": "all_references_match_gt", "final_filter_status": "keep", "gold_reasoning_source": "openai/gpt-5.4", "judge_status": "ok", "kept_outcome": "answer_correct_step_correct", "outcome": "answer_correc...
If I stand at the position of the bed and face directly toward the center of the sofa, is the third table to appear in the front-left, front-right, back-left, or back-right quadrant?
[ "Use the bed as the standing point.", "Use the sofa as the facing landmark and face directly toward its center.", "Use the third table seen in the scan as the target object.", "From the bed facing the sofa, the third table is located behind the sofa, which is in the back quadrant.", "From the bed facing the...
[ { "claim_type": "observer_anchor", "step_id": 1, "text": "Use the bed as the standing point." }, { "claim_type": "facing_anchor", "step_id": 2, "text": "Use the sofa as the facing landmark and face directly toward its center." }, { "claim_type": "target_anchor", "step_id": 3,...
{ "answer_correct": true, "evaluation_valid": true, "gold_reasoning_steps": [ { "claim_type": "observer_anchor", "step_id": 1, "text": "Use the bed as the standing point." }, { "claim_type": "facing_anchor", "step_id": 2, "text": "Use the sofa as the facing landmark...
41069127
[ { "claim_type": "observer_anchor", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 1 }, { "claim_type": "facing_anchor", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 2 }, ...
relative_direction
41069127
/home/mayiling/projs/Video/QA_Code_By_Type1/Spatial_Relation_Reasoning/outputs/compressed_videos/41069127_spatial_relation_openrouter.mp4
front-left
A
{ "A": "front-left", "B": "front-right", "C": "back-left", "D": "back-right" }
arkitscenes
[ "Use the sofa as the standing point.", "Use the bed as the facing landmark and face directly toward its center.", "Use the stool as the target object.", "From the sofa, when facing toward the bed, the stool lies on the forward side rather than behind.", "With that same sofa-to-bed facing direction, the stoo...
[ { "claim_type": "observer_anchor", "step_id": 1, "text": "Use the sofa as the standing point." }, { "claim_type": "facing_anchor", "step_id": 2, "text": "Use the bed as the facing landmark and face directly toward its center." }, { "claim_type": "target_anchor", "step_id": 3,...
[ "Use the sofa as the standing point.", "Use the bed as the facing landmark and face directly toward its center.", "Use the stool as the target object.", "From the sofa, when facing toward the bed, the stool lies on the forward side rather than behind.", "With that same sofa-to-bed facing direction, the stoo...
[ { "claim_type": "observer_anchor", "step_id": 1, "text": "Use the sofa as the standing point." }, { "claim_type": "facing_anchor", "step_id": 2, "text": "Use the bed as the facing landmark and face directly toward its center." }, { "claim_type": "target_anchor", "step_id": 3,...
41069127_relative_direction_0003_obj_003_sofa_obj_000_bed_obj_005_stool
41069127_relative_direction_0003_obj_003_sofa_obj_000_bed_obj_005_stool
{ "answer_correct": false, "evaluation_valid": true, "facing_reference_valid": true, "final_filter_reason": "all_references_match_gt", "final_filter_status": "keep", "gold_reasoning_source": "openai/gpt-5.4", "judge_status": "ok", "kept_outcome": "answer_wrong", "outcome": "answer_wrong", "pose_refe...
If I stand at the position of the sofa and face directly toward the center of the bed, is the stool in the front-left, front-right, back-left, or back-right quadrant?
[ "Use the sofa as the standing point.", "Use the bed as the facing landmark and face directly toward its center.", "Use the stool as the target object.", "From the sofa facing the bed, the stool is located behind the bed, placing it in the back quadrant.", "From the sofa facing the bed, the stool is on the l...
[ { "claim_type": "observer_anchor", "step_id": 1, "text": "Use the sofa as the standing point." }, { "claim_type": "facing_anchor", "step_id": 2, "text": "Use the bed as the facing landmark and face directly toward its center." }, { "claim_type": "target_anchor", "step_id": 3,...
{ "answer_correct": false, "evaluation_valid": true, "gold_reasoning_steps": [ { "claim_type": "observer_anchor", "step_id": 1, "text": "Use the sofa as the standing point." }, { "claim_type": "facing_anchor", "step_id": 2, "text": "Use the bed as the facing landmar...
41069127
[ { "claim_type": "observer_anchor", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 1 }, { "claim_type": "facing_anchor", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 2 }, ...
relative_direction
41069127
/home/mayiling/projs/Video/QA_Code_By_Type1/Spatial_Relation_Reasoning/outputs/compressed_videos/41069127_spatial_relation_openrouter.mp4
back-right
D
{ "A": "front-left", "B": "front-right", "C": "back-left", "D": "back-right" }
arkitscenes
[ "Use the first sofa seen in the scan as the standing point.", "Use the tv monitor as the facing landmark and face directly toward its center.", "Use the oven as the target object.", "From the sofa, when facing the tv monitor, the oven is behind that facing direction rather than in front.", "Relative to that...
[ { "claim_type": "observer_anchor", "step_id": 1, "text": "Use the first sofa seen in the scan as the standing point." }, { "claim_type": "facing_anchor", "step_id": 2, "text": "Use the tv monitor as the facing landmark and face directly toward its center." }, { "claim_type": "tar...
[ "Use the first sofa seen in the scan as the standing point.", "Use the tv monitor as the facing landmark and face directly toward its center.", "Use the oven as the target object.", "From the sofa, when facing the tv monitor, the oven is behind that facing direction rather than in front.", "Relative to that...
[ { "claim_type": "observer_anchor", "step_id": 1, "text": "Use the first sofa seen in the scan as the standing point." }, { "claim_type": "facing_anchor", "step_id": 2, "text": "Use the tv monitor as the facing landmark and face directly toward its center." }, { "claim_type": "tar...
41126410_relative_direction_0000_obj_001_sofa_obj_002_tv_monitor_obj_016_oven
41126410_relative_direction_0000_obj_001_sofa_obj_002_tv_monitor_obj_016_oven
{ "answer_correct": false, "evaluation_valid": true, "facing_reference_valid": true, "final_filter_reason": "all_references_match_gt", "final_filter_status": "keep", "gold_reasoning_source": "openai/gpt-5.4", "judge_status": "ok", "kept_outcome": "answer_wrong", "outcome": "answer_wrong", "pose_refe...
If I stand at the position of the first sofa to appear and face directly toward the center of the tv monitor, is the oven in the front-left, front-right, back-left, or back-right quadrant?
[ "Use the first sofa seen in the scan as the standing point.", "Use the tv monitor as the facing landmark and face directly toward its center.", "Use the oven as the target object.", "Since the oven is in the kitchen area, which is in front of the observer when facing the TV, it is in the front quadrant.", "...
[ { "claim_type": "observer_anchor", "step_id": 1, "text": "Use the first sofa seen in the scan as the standing point." }, { "claim_type": "facing_anchor", "step_id": 2, "text": "Use the tv monitor as the facing landmark and face directly toward its center." }, { "claim_type": "tar...
{ "answer_correct": false, "evaluation_valid": true, "gold_reasoning_steps": [ { "claim_type": "observer_anchor", "step_id": 1, "text": "Use the first sofa seen in the scan as the standing point." }, { "claim_type": "facing_anchor", "step_id": 2, "text": "Use the tv...
41126410
[ { "claim_type": "observer_anchor", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 1 }, { "claim_type": "facing_anchor", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 2 }, ...
relative_direction
41126410
/home/mayiling/projs/Video/QA_Code_By_Type1/Spatial_Relation_Reasoning/outputs/compressed_videos/41126410_spatial_relation_openrouter.mp4
front-left
A
{ "A": "front-left", "B": "front-right", "C": "back-left", "D": "back-right" }
arkitscenes
[ "Use the tv monitor as the standing point.", "Use the third chair seen in the scan as the facing landmark and face directly toward its center.", "Use the first sofa seen in the scan as the target object.", "Relative to that tv-monitor-to-chair facing direction, the first sofa seen in the scan is on the front ...
[ { "claim_type": "observer_anchor", "step_id": 1, "text": "Use the tv monitor as the standing point." }, { "claim_type": "facing_anchor", "step_id": 2, "text": "Use the third chair seen in the scan as the facing landmark and face directly toward its center." }, { "claim_type": "ta...
[ "Use the tv monitor as the standing point.", "Use the third chair seen in the scan as the facing landmark and face directly toward its center.", "Use the first sofa seen in the scan as the target object.", "Relative to that tv-monitor-to-chair facing direction, the first sofa seen in the scan is on the front ...
[ { "claim_type": "observer_anchor", "step_id": 1, "text": "Use the tv monitor as the standing point." }, { "claim_type": "facing_anchor", "step_id": 2, "text": "Use the third chair seen in the scan as the facing landmark and face directly toward its center." }, { "claim_type": "ta...
41126410_relative_direction_0002_obj_002_tv_monitor_obj_010_chair_obj_001_sofa
41126410_relative_direction_0002_obj_002_tv_monitor_obj_010_chair_obj_001_sofa
{ "answer_correct": false, "evaluation_valid": true, "facing_reference_valid": true, "final_filter_reason": "all_references_match_gt", "final_filter_status": "keep", "gold_reasoning_source": "openai/gpt-5.4", "judge_status": "ok", "kept_outcome": "answer_wrong", "outcome": "answer_wrong", "pose_refe...
If I stand at the position of the tv monitor and face directly toward the center of the third chair to appear, is the first sofa to appear in the front-left, front-right, back-left, or back-right quadrant?
[ "Use the tv monitor as the standing point.", "Use the third chair seen in the scan as the facing landmark and face directly toward its center.", "Use the first sofa seen in the scan as the target object.", "From the TV monitor's position, the sofa is behind the observer, as it is further away from the camera'...
[ { "claim_type": "observer_anchor", "step_id": 1, "text": "Use the tv monitor as the standing point." }, { "claim_type": "facing_anchor", "step_id": 2, "text": "Use the third chair seen in the scan as the facing landmark and face directly toward its center." }, { "claim_type": "ta...
{ "answer_correct": false, "evaluation_valid": true, "gold_reasoning_steps": [ { "claim_type": "observer_anchor", "step_id": 1, "text": "Use the tv monitor as the standing point." }, { "claim_type": "facing_anchor", "step_id": 2, "text": "Use the third chair seen in...
41126410
[ { "claim_type": "observer_anchor", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 1 }, { "claim_type": "facing_anchor", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 2 }, ...
relative_direction
41126410
/home/mayiling/projs/Video/QA_Code_By_Type1/Spatial_Relation_Reasoning/outputs/compressed_videos/41126410_spatial_relation_openrouter.mp4
front-right
B
{ "A": "front-left", "B": "front-right", "C": "back-left", "D": "back-right" }
arkitscenes
[ "Use the third chair seen in the scan as the standing point.", "Use the fourth cabinet seen in the scan as the facing landmark and face directly toward its center.", "Use the stove as the target object.", "From the third chair, when facing the fourth cabinet, the stove is on the front side of that facing dire...
[ { "claim_type": "observer_anchor", "step_id": 1, "text": "Use the third chair seen in the scan as the standing point." }, { "claim_type": "facing_anchor", "step_id": 2, "text": "Use the fourth cabinet seen in the scan as the facing landmark and face directly toward its center." }, { ...
[ "Use the third chair seen in the scan as the standing point.", "Use the fourth cabinet seen in the scan as the facing landmark and face directly toward its center.", "Use the stove as the target object.", "From the third chair, when facing the fourth cabinet, the stove is on the front side of that facing dire...
[ { "claim_type": "observer_anchor", "step_id": 1, "text": "Use the third chair seen in the scan as the standing point." }, { "claim_type": "facing_anchor", "step_id": 2, "text": "Use the fourth cabinet seen in the scan as the facing landmark and face directly toward its center." }, { ...
41126514_relative_direction_0001_obj_017_chair_obj_001_cabinet_obj_004_stove
41126514_relative_direction_0001_obj_017_chair_obj_001_cabinet_obj_004_stove
{ "answer_correct": true, "evaluation_valid": true, "facing_reference_valid": true, "final_filter_reason": "all_references_match_gt", "final_filter_status": "keep", "gold_reasoning_source": "openai/gpt-5.4", "judge_status": "ok", "kept_outcome": "answer_correct_step_correct", "outcome": "answer_correc...
If I stand at the position of the third chair to appear and face directly toward the center of the fourth cabinet to appear, is the stove in the front-left, front-right, back-left, or back-right quadrant?
[ "Use the third chair seen in the scan as the standing point.", "Use the fourth cabinet seen in the scan as the facing landmark and face directly toward its center.", "Use the stove as the target object.", "From the position of the third chair, facing toward the fourth cabinet (above the sink), the stove is in...
[ { "claim_type": "observer_anchor", "step_id": 1, "text": "Use the third chair seen in the scan as the standing point." }, { "claim_type": "facing_anchor", "step_id": 2, "text": "Use the fourth cabinet seen in the scan as the facing landmark and face directly toward its center." }, { ...
{ "answer_correct": true, "evaluation_valid": true, "gold_reasoning_steps": [ { "claim_type": "observer_anchor", "step_id": 1, "text": "Use the third chair seen in the scan as the standing point." }, { "claim_type": "facing_anchor", "step_id": 2, "text": "Use the fo...
41126514
[ { "claim_type": "observer_anchor", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 1 }, { "claim_type": "facing_anchor", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 2 }, ...
relative_direction
41126514
/home/mayiling/projs/Video/QA_Code_By_Type1/Spatial_Relation_Reasoning/outputs/compressed_videos/41126514_spatial_relation_openrouter.mp4
front-left
A
{ "A": "front-left", "B": "front-right", "C": "back-left", "D": "back-right" }
arkitscenes
[ "Use the oven as the standing point.", "Use the third sink seen in the scan as the facing landmark and face directly toward its center.", "Use the table as the target object.", "Relative to the direction from the oven toward that sink, the table is in front rather than behind.", "From that same standing and...
[ { "claim_type": "observer_anchor", "step_id": 1, "text": "Use the oven as the standing point." }, { "claim_type": "facing_anchor", "step_id": 2, "text": "Use the third sink seen in the scan as the facing landmark and face directly toward its center." }, { "claim_type": "target_an...
[ "Use the oven as the standing point.", "Use the third sink seen in the scan as the facing landmark and face directly toward its center.", "Use the table as the target object.", "Relative to the direction from the oven toward that sink, the table is in front rather than behind.", "From that same standing and...
[ { "claim_type": "observer_anchor", "step_id": 1, "text": "Use the oven as the standing point." }, { "claim_type": "facing_anchor", "step_id": 2, "text": "Use the third sink seen in the scan as the facing landmark and face directly toward its center." }, { "claim_type": "target_an...
41126514_relative_direction_0002_obj_003_oven_obj_008_sink_obj_014_table
41126514_relative_direction_0002_obj_003_oven_obj_008_sink_obj_014_table
{ "answer_correct": false, "evaluation_valid": true, "facing_reference_valid": true, "final_filter_reason": "all_references_match_gt", "final_filter_status": "keep", "gold_reasoning_source": "openai/gpt-5.4", "judge_status": "ok", "kept_outcome": "answer_wrong", "outcome": "answer_wrong", "pose_refe...
If I stand at the position of the oven and face directly toward the center of the third sink to appear, is the table in the front-left, front-right, back-left, or back-right quadrant?
[ "Use the oven as the standing point.", "Use the third sink seen in the scan as the facing landmark and face directly toward its center.", "Use the table as the target object.", "From the oven's position, facing toward the sink area, the table is located behind the observer, as it is in the adjacent room.", ...
[ { "claim_type": "observer_anchor", "step_id": 1, "text": "Use the oven as the standing point." }, { "claim_type": "facing_anchor", "step_id": 2, "text": "Use the third sink seen in the scan as the facing landmark and face directly toward its center." }, { "claim_type": "target_an...
{ "answer_correct": false, "evaluation_valid": true, "gold_reasoning_steps": [ { "claim_type": "observer_anchor", "step_id": 1, "text": "Use the oven as the standing point." }, { "claim_type": "facing_anchor", "step_id": 2, "text": "Use the third sink seen in the sc...
41126514
[ { "claim_type": "observer_anchor", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 1 }, { "claim_type": "facing_anchor", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 2 }, ...
relative_direction
41126514
/home/mayiling/projs/Video/QA_Code_By_Type1/Spatial_Relation_Reasoning/outputs/compressed_videos/41126514_spatial_relation_openrouter.mp4
front-right
B
{ "A": "front-left", "B": "front-right", "C": "back-left", "D": "back-right" }
arkitscenes
[ "Use the bed as the standing point.", "Use the third cabinet seen in the scan as the facing landmark and face directly toward its center.", "Use the table as the target object.", "Relative to facing from the bed toward that cabinet, the table lies in front of me rather than behind me.", "From that same faci...
[ { "claim_type": "observer_anchor", "step_id": 1, "text": "Use the bed as the standing point." }, { "claim_type": "facing_anchor", "step_id": 2, "text": "Use the third cabinet seen in the scan as the facing landmark and face directly toward its center." }, { "claim_type": "target_...
[ "Use the bed as the standing point.", "Use the third cabinet seen in the scan as the facing landmark and face directly toward its center.", "Use the table as the target object.", "Relative to facing from the bed toward that cabinet, the table lies in front of me rather than behind me.", "From that same faci...
[ { "claim_type": "observer_anchor", "step_id": 1, "text": "Use the bed as the standing point." }, { "claim_type": "facing_anchor", "step_id": 2, "text": "Use the third cabinet seen in the scan as the facing landmark and face directly toward its center." }, { "claim_type": "target_...
41126518_relative_direction_0003_obj_005_bed_obj_000_cabinet_obj_001_table
41126518_relative_direction_0003_obj_005_bed_obj_000_cabinet_obj_001_table
{ "answer_correct": false, "evaluation_valid": true, "facing_reference_valid": true, "final_filter_reason": "all_references_match_gt", "final_filter_status": "keep", "gold_reasoning_source": "openai/gpt-5.4", "judge_status": "ok", "kept_outcome": "answer_wrong", "outcome": "answer_wrong", "pose_refe...
If I stand at the position of the bed and face directly toward the center of the third cabinet to appear, is the table in the front-left, front-right, back-left, or back-right quadrant?
[ "Use the bed as the standing point.", "Use the third cabinet seen in the scan as the facing landmark and face directly toward its center.", "Use the table as the target object.", "From the bed's position, facing the third cabinet (through the doorway), the table is in front of the observer, as it is located i...
[ { "claim_type": "observer_anchor", "step_id": 1, "text": "Use the bed as the standing point." }, { "claim_type": "facing_anchor", "step_id": 2, "text": "Use the third cabinet seen in the scan as the facing landmark and face directly toward its center." }, { "claim_type": "target_...
{ "answer_correct": false, "evaluation_valid": true, "gold_reasoning_steps": [ { "claim_type": "observer_anchor", "step_id": 1, "text": "Use the bed as the standing point." }, { "claim_type": "facing_anchor", "step_id": 2, "text": "Use the third cabinet seen in the ...
41126518
[ { "claim_type": "observer_anchor", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 1 }, { "claim_type": "facing_anchor", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 2 }, ...
relative_direction
41126518
/home/mayiling/projs/Video/QA_Code_By_Type1/Spatial_Relation_Reasoning/outputs/compressed_videos/41126518_spatial_relation_openrouter.mp4
front-left
A
{ "A": "front-left", "B": "front-right", "C": "back-left", "D": "back-right" }
arkitscenes
[ "Use the third cabinet seen in the scan as the standing point.", "Use the bed as the facing landmark and face directly toward its center.", "Use the table as the target object.", "Relative to standing at that cabinet and facing the bed, the table is on the front side rather than behind you.", "From that sam...
[ { "claim_type": "observer_anchor", "step_id": 1, "text": "Use the third cabinet seen in the scan as the standing point." }, { "claim_type": "facing_anchor", "step_id": 2, "text": "Use the bed as the facing landmark and face directly toward its center." }, { "claim_type": "target_...
[ "Use the third cabinet seen in the scan as the standing point.", "Use the bed as the facing landmark and face directly toward its center.", "Use the table as the target object.", "Relative to standing at that cabinet and facing the bed, the table is on the front side rather than behind you.", "From that sam...
[ { "claim_type": "observer_anchor", "step_id": 1, "text": "Use the third cabinet seen in the scan as the standing point." }, { "claim_type": "facing_anchor", "step_id": 2, "text": "Use the bed as the facing landmark and face directly toward its center." }, { "claim_type": "target_...
41126518_relative_direction_0001_obj_000_cabinet_obj_005_bed_obj_001_table
41126518_relative_direction_0001_obj_000_cabinet_obj_005_bed_obj_001_table
{ "answer_correct": true, "evaluation_valid": true, "facing_reference_valid": true, "final_filter_reason": "all_references_match_gt", "final_filter_status": "keep", "gold_reasoning_source": "openai/gpt-5.4", "judge_status": "ok", "kept_outcome": "answer_correct_step_correct", "outcome": "answer_correc...
If I stand at the position of the third cabinet to appear and face directly toward the center of the bed, is the table in the front-left, front-right, back-left, or back-right quadrant?
[ "Use the third cabinet seen in the scan as the standing point.", "Use the bed as the facing landmark and face directly toward its center.", "Use the table as the target object.", "From the perspective of standing at the wardrobe and facing the bed, the table is in front of the observer, as it is positioned be...
[ { "claim_type": "observer_anchor", "step_id": 1, "text": "Use the third cabinet seen in the scan as the standing point." }, { "claim_type": "facing_anchor", "step_id": 2, "text": "Use the bed as the facing landmark and face directly toward its center." }, { "claim_type": "target_...
{ "answer_correct": true, "evaluation_valid": true, "gold_reasoning_steps": [ { "claim_type": "observer_anchor", "step_id": 1, "text": "Use the third cabinet seen in the scan as the standing point." }, { "claim_type": "facing_anchor", "step_id": 2, "text": "Use the ...
41126518
[ { "claim_type": "observer_anchor", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 1 }, { "claim_type": "facing_anchor", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 2 }, ...
relative_direction
41126518
/home/mayiling/projs/Video/QA_Code_By_Type1/Spatial_Relation_Reasoning/outputs/compressed_videos/41126518_spatial_relation_openrouter.mp4
front-left
A
{ "A": "front-left", "B": "front-right", "C": "back-left", "D": "back-right" }
arkitscenes
[ "Use the third cabinet seen in the scan as the standing point.", "Use the bed as the facing landmark and face directly toward its center.", "Use the stool as the target object.", "Relative to standing at the cabinet and facing toward the bed, the stool falls on the front side rather than behind.", "In that ...
[ { "claim_type": "observer_anchor", "step_id": 1, "text": "Use the third cabinet seen in the scan as the standing point." }, { "claim_type": "facing_anchor", "step_id": 2, "text": "Use the bed as the facing landmark and face directly toward its center." }, { "claim_type": "target_...
[ "Use the third cabinet seen in the scan as the standing point.", "Use the bed as the facing landmark and face directly toward its center.", "Use the stool as the target object.", "Relative to standing at the cabinet and facing toward the bed, the stool falls on the front side rather than behind.", "In that ...
[ { "claim_type": "observer_anchor", "step_id": 1, "text": "Use the third cabinet seen in the scan as the standing point." }, { "claim_type": "facing_anchor", "step_id": 2, "text": "Use the bed as the facing landmark and face directly toward its center." }, { "claim_type": "target_...
41126518_relative_direction_0002_obj_000_cabinet_obj_005_bed_obj_002_stool
41126518_relative_direction_0002_obj_000_cabinet_obj_005_bed_obj_002_stool
{ "answer_correct": true, "evaluation_valid": true, "facing_reference_valid": true, "final_filter_reason": "all_references_match_gt", "final_filter_status": "keep", "gold_reasoning_source": "openai/gpt-5.4", "judge_status": "ok", "kept_outcome": "answer_correct_step_correct", "outcome": "answer_correc...
If I stand at the position of the third cabinet to appear and face directly toward the center of the bed, is the stool in the front-left, front-right, back-left, or back-right quadrant?
[ "Use the third cabinet seen in the scan as the standing point.", "Use the bed as the facing landmark and face directly toward its center.", "Use the stool as the target object.", "From the perspective of standing at the wardrobe and facing the bed, the stool is in front of the observer, as it is closer to the...
[ { "claim_type": "observer_anchor", "step_id": 1, "text": "Use the third cabinet seen in the scan as the standing point." }, { "claim_type": "facing_anchor", "step_id": 2, "text": "Use the bed as the facing landmark and face directly toward its center." }, { "claim_type": "target_...
{ "answer_correct": true, "evaluation_valid": true, "gold_reasoning_steps": [ { "claim_type": "observer_anchor", "step_id": 1, "text": "Use the third cabinet seen in the scan as the standing point." }, { "claim_type": "facing_anchor", "step_id": 2, "text": "Use the ...
41126518
[ { "claim_type": "observer_anchor", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 1 }, { "claim_type": "facing_anchor", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 2 }, ...
relative_direction
41126518
/home/mayiling/projs/Video/QA_Code_By_Type1/Spatial_Relation_Reasoning/outputs/compressed_videos/41126518_spatial_relation_openrouter.mp4
put down the plate, pick up the cup, put down the cup, pick up the knife and fork
C
{ "A": "put down the plate, put down the cup, pick up the cup, pick up the knife and fork", "B": "pick up the cup, put down the plate, put down the cup, pick up the knife and fork", "C": "put down the plate, pick up the cup, put down the cup, pick up the knife and fork", "D": "put down the plate, pick up the cu...
epic_kitchens_100
[ "First, put down the plate.", "Next, pick up the cup, then put down the cup.", "Finally, pick up the knife and fork.", "Therefore, So the full order is put down the plate → pick up the cup → put down the cup → pick up the knife and fork, which matches choice C." ]
[ { "claim_type": "first_event", "step_id": 1, "text": "First, put down the plate." }, { "claim_type": "middle_events", "step_id": 2, "text": "Next, pick up the cup, then put down the cup." }, { "claim_type": "last_event", "step_id": 3, "text": "Finally, pick up the knife a...
[ "First, the person puts down the plate on the counter.", "Next, the person picks up the cup and then puts it down in the sink.", "Finally, the person picks up the knife and fork from the plate.", "Therefore, the full order is put down the plate → pick up the cup → put down the cup → pick up the knife and fork...
[ { "claim_type": "first_event", "step_id": 1, "text": "First, the person puts down the plate on the counter." }, { "claim_type": "middle_events", "step_id": 2, "text": "Next, the person picks up the cup and then puts it down in the sink." }, { "claim_type": "last_event", "step...
P02_105_event_order_001
P02_105_event_order_001
{ "answer_correct": true, "evaluation_valid": true, "gold_reasoning_source": "openai/gpt-5.4", "judge_status": "ok", "kept_outcome": "answer_correct_step_correct", "outcome": "answer_correct_step_correct", "pre_filter_status": "rewrite", "step_correct": true, "video_judge_model": "/ssd2/mayiling/model...
Which option correctly gives the chronological order of the four actions shown in the clip?
[ "First, The person puts down the plate on the counter.", "Next, The person picks up the cup and then puts it down in the sink.", "Then, The person picks up the knife and fork from the plate.", "Finally, The person puts down the cup in the sink.", "Therefore, The chronological order matches option C: put dow...
[ { "claim_type": "first_event", "step_id": 1, "text": "First, The person puts down the plate on the counter." }, { "claim_type": "middle_events", "step_id": 2, "text": "Next, The person picks up the cup and then puts it down in the sink." }, { "claim_type": "middle_events", "s...
{ "answer_correct": true, "evaluation_valid": true, "gold_reasoning_steps": [ { "claim_type": "first_event", "step_id": 1, "text": "First, put down the plate." }, { "claim_type": "middle_events", "step_id": 2, "text": "Next, pick up the cup, then put down the cup." ...
P02_105
[ { "claim_type": "first_event", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 1 }, { "claim_type": "middle_events", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 2 }, { ...
event_order
P02_105
/home/mayiling/projs/Video/QA_Code_By_Type1/Temporal_Event_Reasoning/outputs/epic_clips/P02_105/P02_105_local_0001_P02_105_07701_P02_105_07845.mp4
put down the plate
C
{ "A": "put down the cup", "B": "pick up the knife and fork", "C": "put down the plate", "D": "put down the knife and fork" }
epic_kitchens_100
[ "First, put down the plate.", "Next, pick up the cup.", "So, the action immediately before \"pick up the cup\" is \"put down the plate\".", "Therefore, the correct answer is C." ]
[ { "claim_type": "visual_observation", "step_id": 1, "text": "First, put down the plate." }, { "claim_type": "visual_observation", "step_id": 2, "text": "Next, pick up the cup." }, { "claim_type": "temporal_relation", "step_id": 3, "text": "So, the action immediately befor...
[ "First, The person holds the plate with food remnants and utensils, then places it down on the counter.", "Next, After putting down the plate, the person reaches for and picks up the cup from the sink area.", "Therefore, the action immediately before \"pick up the cup\" is \"put down the plate\".", "Therefore...
[ { "claim_type": "visual_observation", "step_id": 1, "text": "First, The person holds the plate with food remnants and utensils, then places it down on the counter." }, { "claim_type": "visual_observation", "step_id": 2, "text": "Next, After putting down the plate, the person reaches for ...
P02_105_before_or_after_action_002
P02_105_before_or_after_action_002
{ "answer_correct": true, "evaluation_valid": true, "gold_reasoning_source": "openai/gpt-5.4", "judge_status": "ok", "kept_outcome": "answer_correct_step_correct", "outcome": "answer_correct_step_correct", "pre_filter_status": "rewrite", "step_correct": true, "video_judge_model": "/ssd2/mayiling/model...
What happens immediately before "pick up the cup"?
[ "First, A person is holding a plate with a knife and fork on it.", "Next, The person places the plate down on the counter.", "Then, The person then reaches into the sink and picks up a cup.", "Therefore, Placing the plate down occurs immediately before picking up the cup.", "Therefore, The action 'put down ...
[ { "claim_type": "visual_observation", "step_id": 1, "text": "First, A person is holding a plate with a knife and fork on it." }, { "claim_type": "visual_observation", "step_id": 2, "text": "Next, The person places the plate down on the counter." }, { "claim_type": "visual_observa...
{ "answer_correct": true, "evaluation_valid": true, "gold_reasoning_steps": [ { "claim_type": "visual_observation", "step_id": 1, "text": "First, put down the plate." }, { "claim_type": "visual_observation", "step_id": 2, "text": "Next, pick up the cup." }, ...
P02_105
[ { "claim_type": "visual_observation", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 1 }, { "claim_type": "visual_observation", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id":...
before_or_after_action
P02_105
/home/mayiling/projs/Video/QA_Code_By_Type1/Temporal_Event_Reasoning/outputs/epic_clips/P02_105/P02_105_local_0001_P02_105_07701_P02_105_07845.mp4
put down the fork, pick up the plate, open the bin, throw the remaining food into the bin
C
{ "A": "pick up the plate, put down the fork, open the bin, throw the remaining food into the bin", "B": "put down the fork, pick up the plate, throw the remaining food into the bin, open the bin", "C": "put down the fork, pick up the plate, open the bin, throw the remaining food into the bin", "D": "put down t...
epic_kitchens_100
[ "First, put down the fork.", "Next, pick up the plate happens before open the bin.", "Finally, throw the remaining food into the bin.", "Therefore, So the full order is put down the fork → pick up the plate → open the bin → throw the remaining food into the bin, which matches option C." ]
[ { "claim_type": "first_event", "step_id": 1, "text": "First, put down the fork." }, { "claim_type": "middle_events", "step_id": 2, "text": "Next, pick up the plate happens before open the bin." }, { "claim_type": "last_event", "step_id": 3, "text": "Finally, throw the rem...
[ "First, the person puts down the fork on the plate.", "Next, the person picks up the plate with food, before opening the bin.", "Finally, the person throws the remaining food from the plate into the bin.", "Therefore, the full order is put down the fork → pick up the plate → open the bin → throw the remaining...
[ { "claim_type": "first_event", "step_id": 1, "text": "First, the person puts down the fork on the plate." }, { "claim_type": "middle_events", "step_id": 2, "text": "Next, the person picks up the plate with food, before opening the bin." }, { "claim_type": "last_event", "step_...
P02_105_event_order_002
P02_105_event_order_002
{ "answer_correct": true, "evaluation_valid": true, "gold_reasoning_source": "openai/gpt-5.4", "judge_status": "ok", "kept_outcome": "answer_correct_step_correct", "outcome": "answer_correct_step_correct", "pre_filter_status": "rewrite", "step_correct": true, "video_judge_model": "/ssd2/mayiling/model...
Which option correctly gives the chronological order of the four actions shown in the clip?
[ "First, The person is seen holding a plate with food remnants and a fork, indicating the initial state before any action is taken.", "Next, The person puts down the fork, then picks up the plate, and then opens the bin.", "Finally, The person throws the remaining food from the plate into the bin.", "Therefore...
[ { "claim_type": "first_event", "step_id": 1, "text": "First, The person is seen holding a plate with food remnants and a fork, indicating the initial state before any action is taken." }, { "claim_type": "middle_events", "step_id": 2, "text": "Next, The person puts down the fork, then pi...
{ "answer_correct": true, "evaluation_valid": true, "gold_reasoning_steps": [ { "claim_type": "first_event", "step_id": 1, "text": "First, put down the fork." }, { "claim_type": "middle_events", "step_id": 2, "text": "Next, pick up the plate happens before open the ...
P02_105
[ { "claim_type": "first_event", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 1 }, { "claim_type": "middle_events", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 2 }, { ...
event_order
P02_105
/home/mayiling/projs/Video/QA_Code_By_Type1/Temporal_Event_Reasoning/outputs/epic_clips/P02_105/P02_105_local_0002_P02_105_07856_P02_105_07714.mp4
put down the fork
A
{ "A": "put down the fork", "B": "close the bin", "C": "throw the remaining food into the bin", "D": "open the bin" }
epic_kitchens_100
[ "First, put down the fork.", "Next, pick up the plate.", "Therefore, put down the fork happens immediately before pick up the plate.", "Therefore, the correct answer is A." ]
[ { "claim_type": "visual_observation", "step_id": 1, "text": "First, put down the fork." }, { "claim_type": "visual_observation", "step_id": 2, "text": "Next, pick up the plate." }, { "claim_type": "temporal_relation", "step_id": 3, "text": "Therefore, put down the fork ha...
[ "First, The person places the fork down on the plate.", "Next, The person then picks up the plate with their hand.", "Therefore, putting down the fork occurs immediately before picking up the plate.", "Therefore, the correct answer is A." ]
[ { "claim_type": "visual_observation", "step_id": 1, "text": "First, The person places the fork down on the plate." }, { "claim_type": "visual_observation", "step_id": 2, "text": "Next, The person then picks up the plate with their hand." }, { "claim_type": "temporal_relation", ...
P02_105_before_or_after_action_004
P02_105_before_or_after_action_004
{ "answer_correct": false, "evaluation_valid": true, "gold_reasoning_source": "openai/gpt-5.4", "judge_status": "ok", "kept_outcome": "answer_wrong", "outcome": "answer_wrong", "pre_filter_status": "rewrite", "step_correct": true, "video_judge_model": "/ssd2/mayiling/models/Qwen3-VL-8B-Instruct", "f...
What happens immediately before "pick up the plate"?
[ "First, The person is holding a plate with food remnants and approaches a bin.", "Next, The person opens the bin lid with one hand while holding the plate with the other.", "Therefore, Opening the bin occurs immediately before the person throws food into the bin.", "Therefore, The action that happens immediat...
[ { "claim_type": "visual_observation", "step_id": 1, "text": "First, The person is holding a plate with food remnants and approaches a bin." }, { "claim_type": "visual_observation", "step_id": 2, "text": "Next, The person opens the bin lid with one hand while holding the plate with the ot...
{ "answer_correct": false, "evaluation_valid": true, "gold_reasoning_steps": [ { "claim_type": "visual_observation", "step_id": 1, "text": "First, put down the fork." }, { "claim_type": "visual_observation", "step_id": 2, "text": "Next, pick up the plate." }, ...
P02_105
[ { "claim_type": "visual_observation", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 1 }, { "claim_type": "visual_observation", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id":...
before_or_after_action
P02_105
/home/mayiling/projs/Video/QA_Code_By_Type1/Temporal_Event_Reasoning/outputs/epic_clips/P02_105/P02_105_local_0002_P02_105_07856_P02_105_07714.mp4
open the tap, pick up the plate, put down the plate, close the tap
D
{ "A": "pick up the plate, open the tap, put down the plate, close the tap", "B": "open the tap, put down the plate, pick up the plate, close the tap", "C": "open the tap, pick up the plate, close the tap, put down the plate", "D": "open the tap, pick up the plate, put down the plate, close the tap" }
epic_kitchens_100
[ "First, the first action: open the tap.", "Next, the middle order: pick up the plate happens before put down the plate.", "Finally, the final action: close the tap.", "Therefore, Putting the actions in order gives: open the tap → pick up the plate → put down the plate → close the tap, which matches choice D."...
[ { "claim_type": "first_event", "step_id": 1, "text": "First, the first action: open the tap." }, { "claim_type": "middle_events", "step_id": 2, "text": "Next, the middle order: pick up the plate happens before put down the plate." }, { "claim_type": "last_event", "step_id": 3...
[ "First, the person opens the tap to allow water to flow into the sink.", "Next, the person picks up the plate to begin washing it, and then puts it down after washing.", "Finally, the person closes the tap after finishing the task.", "Therefore, the chronological order is: open the tap → pick up the plate → p...
[ { "claim_type": "first_event", "step_id": 1, "text": "First, the person opens the tap to allow water to flow into the sink." }, { "claim_type": "middle_events", "step_id": 2, "text": "Next, the person picks up the plate to begin washing it, and then puts it down after washing." }, { ...
P02_105_event_order_003
P02_105_event_order_003
{ "answer_correct": false, "evaluation_valid": true, "gold_reasoning_source": "openai/gpt-5.4", "judge_status": "ok", "kept_outcome": "answer_wrong", "outcome": "answer_wrong", "pre_filter_status": "rewrite", "step_correct": true, "video_judge_model": "/ssd2/mayiling/models/Qwen3-VL-8B-Instruct", "f...
Which option correctly gives the chronological order of the four actions shown in the clip?
[ "First, The person picks up a dirty plate from the counter and holds it over the sink.", "Next, The person opens the tap to let water flow, then begins washing the plate with a sponge.", "Then, After washing, the person puts the plate down in the sink.", "Finally, The person closes the tap after finishing the...
[ { "claim_type": "first_event", "step_id": 1, "text": "First, The person picks up a dirty plate from the counter and holds it over the sink." }, { "claim_type": "middle_events", "step_id": 2, "text": "Next, The person opens the tap to let water flow, then begins washing the plate with a s...
{ "answer_correct": false, "evaluation_valid": true, "gold_reasoning_steps": [ { "claim_type": "first_event", "step_id": 1, "text": "First, the first action: open the tap." }, { "claim_type": "middle_events", "step_id": 2, "text": "Next, the middle order: pick up th...
P02_105
[ { "claim_type": "first_event", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 1 }, { "claim_type": "middle_events", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 2 }, { ...
event_order
P02_105
/home/mayiling/projs/Video/QA_Code_By_Type1/Temporal_Event_Reasoning/outputs/epic_clips/P02_105/P02_105_local_0003_P02_105_07724_P02_105_07779.mp4
open the tap
D
{ "A": "close the tap", "B": "put down the plate", "C": "pick up the grater", "D": "open the tap" }
epic_kitchens_100
[ "First, open the tap.", "Next, pick up the plate.", "Therefore, open the tap happens immediately before pick up the plate.", "Therefore, the correct answer is D: open the tap." ]
[ { "claim_type": "visual_observation", "step_id": 1, "text": "First, open the tap." }, { "claim_type": "visual_observation", "step_id": 2, "text": "Next, pick up the plate." }, { "claim_type": "temporal_relation", "step_id": 3, "text": "Therefore, open the tap happens imme...
[ "First, The tap is opened, allowing water to flow into the sink.", "Next, The plate is then picked up from the sink area.", "Therefore, opening the tap occurs immediately before picking up the plate.", "Therefore, the correct answer is D: open the tap." ]
[ { "claim_type": "visual_observation", "step_id": 1, "text": "First, The tap is opened, allowing water to flow into the sink." }, { "claim_type": "visual_observation", "step_id": 2, "text": "Next, The plate is then picked up from the sink area." }, { "claim_type": "temporal_relati...
P02_105_before_or_after_action_006
P02_105_before_or_after_action_006
{ "answer_correct": false, "evaluation_valid": true, "gold_reasoning_source": "openai/gpt-5.4", "judge_status": "ok", "kept_outcome": "answer_wrong", "outcome": "answer_wrong", "pre_filter_status": "rewrite", "step_correct": true, "video_judge_model": "/ssd2/mayiling/models/Qwen3-VL-8B-Instruct", "f...
What happens immediately before "pick up the plate"?
[ "First, In the first frame, the person is holding a dirty plate under running water in the sink.", "Next, In the second frame, the person is holding a clean plate, suggesting the washing action has concluded.", "Therefore, The action of washing the plate (under running water) must occur before the plate is pick...
[ { "claim_type": "visual_observation", "step_id": 1, "text": "First, In the first frame, the person is holding a dirty plate under running water in the sink." }, { "claim_type": "visual_observation", "step_id": 2, "text": "Next, In the second frame, the person is holding a clean plate, su...
{ "answer_correct": false, "evaluation_valid": true, "gold_reasoning_steps": [ { "claim_type": "visual_observation", "step_id": 1, "text": "First, open the tap." }, { "claim_type": "visual_observation", "step_id": 2, "text": "Next, pick up the plate." }, { ...
P02_105
[ { "claim_type": "visual_observation", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 1 }, { "claim_type": "visual_observation", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id":...
before_or_after_action
P02_105
/home/mayiling/projs/Video/QA_Code_By_Type1/Temporal_Event_Reasoning/outputs/epic_clips/P02_105/P02_105_local_0003_P02_105_07724_P02_105_07779.mp4
pick up the lid, put the lid in the sink, pick up the paper, throw the paper away for recycling
C
{ "A": "pick up the lid, put the lid in the sink, throw the paper away for recycling, pick up the paper", "B": "pick up the lid, pick up the paper, put the lid in the sink, throw the paper away for recycling", "C": "pick up the lid, put the lid in the sink, pick up the paper, throw the paper away for recycling", ...
epic_kitchens_100
[ "First, pick up the lid.", "Next, put the lid in the sink, then pick up the paper.", "Finally, throw the paper away for recycling.", "Therefore, So the full order is pick up the lid → put the lid in the sink → pick up the paper → throw the paper away for recycling, which matches C." ]
[ { "claim_type": "first_event", "step_id": 1, "text": "First, pick up the lid." }, { "claim_type": "middle_events", "step_id": 2, "text": "Next, put the lid in the sink, then pick up the paper." }, { "claim_type": "last_event", "step_id": 3, "text": "Finally, throw the pap...
[ "First, the person picks up the blue lid from the countertop.", "Next, the person places the lid into the sink, then picks up the paper from the counter.", "Finally, the person throws the paper into the recycling bin.", "Therefore, the full chronological order is pick up the lid → put the lid in the sink → pi...
[ { "claim_type": "first_event", "step_id": 1, "text": "First, the person picks up the blue lid from the countertop." }, { "claim_type": "middle_events", "step_id": 2, "text": "Next, the person places the lid into the sink, then picks up the paper from the counter." }, { "claim_typ...
P02_105_event_order_004
P02_105_event_order_004
{ "answer_correct": true, "evaluation_valid": true, "gold_reasoning_source": "openai/gpt-5.4", "judge_status": "ok", "kept_outcome": "answer_correct_step_correct", "outcome": "answer_correct_step_correct", "pre_filter_status": "rewrite", "step_correct": true, "video_judge_model": "/ssd2/mayiling/model...
Which option correctly gives the chronological order of the four actions shown in the clip?
[ "First, The person picks up the blue lid from the countertop.", "Next, The person places the blue lid into the sink.", "Then, The person picks up a paper item from the countertop.", "Finally, The person throws the paper item into a recycling bin.", "Therefore, the correct answer is C: pick up the lid, put t...
[ { "claim_type": "first_event", "step_id": 1, "text": "First, The person picks up the blue lid from the countertop." }, { "claim_type": "middle_events", "step_id": 2, "text": "Next, The person places the blue lid into the sink." }, { "claim_type": "middle_events", "step_id": 3...
{ "answer_correct": true, "evaluation_valid": true, "gold_reasoning_steps": [ { "claim_type": "first_event", "step_id": 1, "text": "First, pick up the lid." }, { "claim_type": "middle_events", "step_id": 2, "text": "Next, put the lid in the sink, then pick up the pa...
P02_105
[ { "claim_type": "first_event", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 1 }, { "claim_type": "middle_events", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 2 }, { ...
event_order
P02_105
/home/mayiling/projs/Video/QA_Code_By_Type1/Temporal_Event_Reasoning/outputs/epic_clips/P02_105/P02_105_local_0004_P02_105_07790_P02_105_07816.mp4
pick up the lid
B
{ "A": "pick up the paper", "B": "pick up the lid", "C": "pick up the wooden spoon", "D": "throw the paper away for recycling" }
epic_kitchens_100
[ "First, pick up the lid.", "Next, put the lid in the sink.", "Therefore, pick up the lid happens immediately before put the lid in the sink.", "Therefore, the correct answer is B: pick up the lid." ]
[ { "claim_type": "visual_observation", "step_id": 1, "text": "First, pick up the lid." }, { "claim_type": "visual_observation", "step_id": 2, "text": "Next, put the lid in the sink." }, { "claim_type": "temporal_relation", "step_id": 3, "text": "Therefore, pick up the lid ...
[ "First, The person picks up the blue lid from the countertop with their left hand.", "Next, The person places the blue lid into the sink.", "Therefore, picking up the lid happens immediately before putting the lid in the sink.", "Therefore, the correct answer is B: pick up the lid." ]
[ { "claim_type": "visual_observation", "step_id": 1, "text": "First, The person picks up the blue lid from the countertop with their left hand." }, { "claim_type": "visual_observation", "step_id": 2, "text": "Next, The person places the blue lid into the sink." }, { "claim_type": ...
P02_105_before_or_after_action_008
P02_105_before_or_after_action_008
{ "answer_correct": false, "evaluation_valid": true, "gold_reasoning_source": "openai/gpt-5.4", "judge_status": "ok", "kept_outcome": "answer_wrong", "outcome": "answer_wrong", "pre_filter_status": "rewrite", "step_correct": true, "video_judge_model": "/ssd2/mayiling/models/Qwen3-VL-8B-Instruct", "f...
What happens immediately before "put the lid in the sink"?
[ "First, In the second frame, the blue lid is placed into the sink.", "Next, In the second frame, the person is holding a paper item near the sink.", "Therefore, The action of holding the paper item immediately precedes the action of placing the lid in the sink, as both occur in the same frame and the paper is h...
[ { "claim_type": "visual_observation", "step_id": 1, "text": "First, In the second frame, the blue lid is placed into the sink." }, { "claim_type": "visual_observation", "step_id": 2, "text": "Next, In the second frame, the person is holding a paper item near the sink." }, { "clai...
{ "answer_correct": false, "evaluation_valid": true, "gold_reasoning_steps": [ { "claim_type": "visual_observation", "step_id": 1, "text": "First, pick up the lid." }, { "claim_type": "visual_observation", "step_id": 2, "text": "Next, put the lid in the sink." }...
P02_105
[ { "claim_type": "visual_observation", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 1 }, { "claim_type": "visual_observation", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id":...
before_or_after_action
P02_105
/home/mayiling/projs/Video/QA_Code_By_Type1/Temporal_Event_Reasoning/outputs/epic_clips/P02_105/P02_105_local_0004_P02_105_07790_P02_105_07816.mp4
put down the pan and wooden spoon, pick up the scissors, put down the scissors, close the bag
A
{ "A": "put down the pan and wooden spoon, pick up the scissors, put down the scissors, close the bag", "B": "put down the pan and wooden spoon, pick up the scissors, close the bag, put down the scissors", "C": "pick up the scissors, put down the pan and wooden spoon, put down the scissors, close the bag", "D":...
epic_kitchens_100
[ "First, put down the pan and wooden spoon.", "Next, pick up the scissors happens before put down the scissors.", "Finally, close the bag.", "Therefore, Combining these observations gives the order: put down the pan and wooden spoon → pick up the scissors → put down the scissors → close the bag. Therefore, the...
[ { "claim_type": "first_event", "step_id": 1, "text": "First, put down the pan and wooden spoon." }, { "claim_type": "middle_events", "step_id": 2, "text": "Next, pick up the scissors happens before put down the scissors." }, { "claim_type": "last_event", "step_id": 3, "te...
[ "First, the person puts down the pan and wooden spoon on the countertop.", "Next, the person picks up the scissors and uses them to cut the bag, then puts the scissors down.", "Finally, the person closes the bag after cutting it.", "Therefore, combining these observations gives the order: put down the pan and...
[ { "claim_type": "first_event", "step_id": 1, "text": "First, the person puts down the pan and wooden spoon on the countertop." }, { "claim_type": "middle_events", "step_id": 2, "text": "Next, the person picks up the scissors and uses them to cut the bag, then puts the scissors down." }...
P02_105_event_order_005
P02_105_event_order_005
{ "answer_correct": false, "evaluation_valid": true, "gold_reasoning_source": "openai/gpt-5.4", "judge_status": "ok", "kept_outcome": "answer_wrong", "outcome": "answer_wrong", "pre_filter_status": "rewrite", "step_correct": true, "video_judge_model": "/ssd2/mayiling/models/Qwen3-VL-8B-Instruct", "f...
Which option correctly gives the chronological order of the four actions shown in the clip?
[ "First, The person is holding a wooden spoon in a pan, indicating they are putting down the pan and wooden spoon as the first action.", "Next, The person then picks up a pair of scissors from the counter, followed by using them to cut open a bag.", "Finally, After cutting the bag, the person puts down the sciss...
[ { "claim_type": "first_event", "step_id": 1, "text": "First, The person is holding a wooden spoon in a pan, indicating they are putting down the pan and wooden spoon as the first action." }, { "claim_type": "middle_events", "step_id": 2, "text": "Next, The person then picks up a pair of ...
{ "answer_correct": false, "evaluation_valid": true, "gold_reasoning_steps": [ { "claim_type": "first_event", "step_id": 1, "text": "First, put down the pan and wooden spoon." }, { "claim_type": "middle_events", "step_id": 2, "text": "Next, pick up the scissors happ...
P02_105
[ { "claim_type": "first_event", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 1 }, { "claim_type": "middle_events", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 2 }, { ...
event_order
P02_105
/home/mayiling/projs/Video/QA_Code_By_Type1/Temporal_Event_Reasoning/outputs/epic_clips/P02_105/P02_105_local_0005_P02_105_07817_P02_105_07822.mp4
put on the gloves, pick up the glove from the floor, put on the second glove, pick up the sponge
D
{ "A": "put on the gloves, put on the second glove, pick up the glove from the floor, pick up the sponge", "B": "pick up the glove from the floor, put on the gloves, put on the second glove, pick up the sponge", "C": "put on the gloves, pick up the glove from the floor, pick up the sponge, put on the second glove...
epic_kitchens_100
[ "First, put on the gloves.", "Next, pick up the glove from the floor happens before put on the second glove.", "Finally, pick up the sponge.", "Therefore, So the order is: put on the gloves → pick up the glove from the floor → put on the second glove → pick up the sponge, which matches D." ]
[ { "claim_type": "first_event", "step_id": 1, "text": "First, put on the gloves." }, { "claim_type": "middle_events", "step_id": 2, "text": "Next, pick up the glove from the floor happens before put on the second glove." }, { "claim_type": "last_event", "step_id": 3, "text...
[ "First, the person puts on the gloves, visible as both hands are covered in yellow gloves.", "Next, the person bends down and picks up a glove from the floor, then puts on the second glove.", "Finally, the person reaches for and picks up the sponge from the counter.", "Therefore, the order is: put on the glov...
[ { "claim_type": "first_event", "step_id": 1, "text": "First, the person puts on the gloves, visible as both hands are covered in yellow gloves." }, { "claim_type": "middle_events", "step_id": 2, "text": "Next, the person bends down and picks up a glove from the floor, then puts on the se...
P02_105_event_order_006
P02_105_event_order_006
{ "answer_correct": true, "evaluation_valid": true, "gold_reasoning_source": "openai/gpt-5.4", "judge_status": "ok", "kept_outcome": "answer_correct_step_correct", "outcome": "answer_correct_step_correct", "pre_filter_status": "rewrite", "step_correct": true, "video_judge_model": "/ssd2/mayiling/model...
Which option correctly gives the chronological order of the four actions shown in the clip?
[ "First, The person puts on the first yellow glove, as seen in the first frame where the hand is wearing a glove.", "Next, The person then picks up the second glove from the floor, as shown in the second frame where the hand reaches down to grab the glove. After putting on the second glove, the person picks up the...
[ { "claim_type": "first_event", "step_id": 1, "text": "First, The person puts on the first yellow glove, as seen in the first frame where the hand is wearing a glove." }, { "claim_type": "middle_events", "step_id": 2, "text": "Next, The person then picks up the second glove from the floor...
{ "answer_correct": true, "evaluation_valid": true, "gold_reasoning_steps": [ { "claim_type": "first_event", "step_id": 1, "text": "First, put on the gloves." }, { "claim_type": "middle_events", "step_id": 2, "text": "Next, pick up the glove from the floor happens b...
P02_105
[ { "claim_type": "first_event", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 1 }, { "claim_type": "middle_events", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 2 }, { ...
event_order
P02_105
/home/mayiling/projs/Video/QA_Code_By_Type1/Temporal_Event_Reasoning/outputs/epic_clips/P02_105/P02_105_local_0006_P02_105_07824_P02_105_07829.mp4
put on the gloves
B
{ "A": "pick up the sponge", "B": "put on the gloves", "C": "open the tap", "D": "put on the second glove" }
epic_kitchens_100
[ "First, put on the gloves.", "Next, pick up the glove from the floor.", "Therefore, put on the gloves occurs immediately before pick up the glove from the floor.", "Therefore, the correct answer is B." ]
[ { "claim_type": "visual_observation", "step_id": 1, "text": "First, put on the gloves." }, { "claim_type": "visual_observation", "step_id": 2, "text": "Next, pick up the glove from the floor." }, { "claim_type": "temporal_relation", "step_id": 3, "text": "Therefore, put o...
[ "First, The person puts on a yellow glove on their left hand.", "Next, The person then picks up a second yellow glove from the floor.", "Therefore, putting on the gloves occurs immediately before picking up the glove from the floor.", "Therefore, the correct answer is B." ]
[ { "claim_type": "visual_observation", "step_id": 1, "text": "First, The person puts on a yellow glove on their left hand." }, { "claim_type": "visual_observation", "step_id": 2, "text": "Next, The person then picks up a second yellow glove from the floor." }, { "claim_type": "tem...
P02_105_before_or_after_action_012
P02_105_before_or_after_action_012
{ "answer_correct": true, "evaluation_valid": true, "gold_reasoning_source": "openai/gpt-5.4", "judge_status": "ok", "kept_outcome": "answer_correct_step_correct", "outcome": "answer_correct_step_correct", "pre_filter_status": "rewrite", "step_correct": true, "video_judge_model": "/ssd2/mayiling/model...
What happens immediately before "pick up the glove from the floor"?
[ "First, a yellow glove is visible on the floor near the sink.", "Next, a hand is seen picking up the yellow glove from the floor.", "Therefore, The action of picking up the glove from the floor immediately follows the state where the glove was on the floor.", "Therefore, The action that happens immediately be...
[ { "claim_type": "visual_observation", "step_id": 1, "text": "First, a yellow glove is visible on the floor near the sink." }, { "claim_type": "visual_observation", "step_id": 2, "text": "Next, a hand is seen picking up the yellow glove from the floor." }, { "claim_type": "tempora...
{ "answer_correct": true, "evaluation_valid": true, "gold_reasoning_steps": [ { "claim_type": "visual_observation", "step_id": 1, "text": "First, put on the gloves." }, { "claim_type": "visual_observation", "step_id": 2, "text": "Next, pick up the glove from the flo...
P02_105
[ { "claim_type": "visual_observation", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 1 }, { "claim_type": "visual_observation", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id":...
before_or_after_action
P02_105
/home/mayiling/projs/Video/QA_Code_By_Type1/Temporal_Event_Reasoning/outputs/epic_clips/P02_105/P02_105_local_0006_P02_105_07824_P02_105_07829.mp4
pick up the washing liquid, put washing liquid on sponge, put down the washing liquid, squeeze sponge
A
{ "A": "pick up the washing liquid, put washing liquid on sponge, put down the washing liquid, squeeze sponge", "B": "pick up the washing liquid, put washing liquid on sponge, squeeze sponge, put down the washing liquid", "C": "pick up the washing liquid, put down the washing liquid, put washing liquid on sponge,...
epic_kitchens_100
[ "First, pick up the washing liquid.", "Next, put washing liquid on sponge happens before put down the washing liquid.", "Finally, squeeze sponge.", "Therefore, So the order is pick up the washing liquid → put washing liquid on sponge → put down the washing liquid → squeeze sponge, which matches A." ]
[ { "claim_type": "first_event", "step_id": 1, "text": "First, pick up the washing liquid." }, { "claim_type": "middle_events", "step_id": 2, "text": "Next, put washing liquid on sponge happens before put down the washing liquid." }, { "claim_type": "last_event", "step_id": 3, ...
[ "First, the person picks up the washing liquid bottle with their gloved hand.", "Next, the person applies the washing liquid from the bottle onto the sponge, then places the bottle down on the counter.", "Finally, the person squeezes the sponge to release excess liquid.", "Therefore, the chronological order i...
[ { "claim_type": "first_event", "step_id": 1, "text": "First, the person picks up the washing liquid bottle with their gloved hand." }, { "claim_type": "middle_events", "step_id": 2, "text": "Next, the person applies the washing liquid from the bottle onto the sponge, then places the bott...
P02_105_event_order_007
P02_105_event_order_007
{ "answer_correct": false, "evaluation_valid": true, "gold_reasoning_source": "openai/gpt-5.4", "judge_status": "ok", "kept_outcome": "answer_wrong", "outcome": "answer_wrong", "pre_filter_status": "rewrite", "step_correct": true, "video_judge_model": "/ssd2/mayiling/models/Qwen3-VL-8B-Instruct", "f...
Which option correctly gives the chronological order of the four actions shown in the clip?
[ "First, The person picks up the washing liquid bottle from the counter.", "Next, The person then puts the washing liquid on the sponge.", "Then, After applying the liquid, the person squeezes the sponge.", "Finally, the person puts down the washing liquid bottle.", "Therefore, The chronological order matche...
[ { "claim_type": "first_event", "step_id": 1, "text": "First, The person picks up the washing liquid bottle from the counter." }, { "claim_type": "middle_events", "step_id": 2, "text": "Next, The person then puts the washing liquid on the sponge." }, { "claim_type": "middle_events...
{ "answer_correct": false, "evaluation_valid": true, "gold_reasoning_steps": [ { "claim_type": "first_event", "step_id": 1, "text": "First, pick up the washing liquid." }, { "claim_type": "middle_events", "step_id": 2, "text": "Next, put washing liquid on sponge hap...
P02_105
[ { "claim_type": "first_event", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 1 }, { "claim_type": "middle_events", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 2 }, { ...
event_order
P02_105
/home/mayiling/projs/Video/QA_Code_By_Type1/Temporal_Event_Reasoning/outputs/epic_clips/P02_105/P02_105_local_0007_P02_105_07830_P02_105_07836.mp4
pick up the cup
D
{ "A": "put down the cup", "B": "put down the knife and fork", "C": "pick up the knife and fork", "D": "pick up the cup" }
epic_kitchens_100
[ "First, put down the plate.", "Next, pick up the cup.", "Therefore, \"pick up the cup\" happens immediately after \"put down the plate\".", "Therefore, the correct answer is D." ]
[ { "claim_type": "visual_observation", "step_id": 1, "text": "First, put down the plate." }, { "claim_type": "visual_observation", "step_id": 2, "text": "Next, pick up the cup." }, { "claim_type": "temporal_relation", "step_id": 3, "text": "Therefore, \"pick up the cup\" h...
[ "First, The person places the plate into the sink, completing the action of putting down the plate.", "Next, The person then reaches into the sink and picks up the cup.", "Therefore, \"pick up the cup\" happens immediately after \"put down the plate\".", "Therefore, the correct answer is D." ]
[ { "claim_type": "visual_observation", "step_id": 1, "text": "First, The person places the plate into the sink, completing the action of putting down the plate." }, { "claim_type": "visual_observation", "step_id": 2, "text": "Next, The person then reaches into the sink and picks up the cu...
P02_105_before_or_after_action_001
P02_105_before_or_after_action_001
{ "answer_correct": true, "evaluation_valid": true, "gold_reasoning_source": "openai/gpt-5.4", "judge_status": "ok", "kept_outcome": "answer_correct_step_correct", "outcome": "answer_correct_step_correct", "pre_filter_status": "rewrite_with_review", "step_correct": true, "video_judge_model": "/ssd2/ma...
What happens immediately after "put down the plate"?
[ "First, A person is holding a plate with food remnants and cutlery.", "Next, The person places the plate into the sink, indicating 'put down the plate'.", "Then, Immediately after placing the plate down, the person's right hand reaches for and picks up a cup from the sink.", "Therefore, The action of putting ...
[ { "claim_type": "visual_observation", "step_id": 1, "text": "First, A person is holding a plate with food remnants and cutlery." }, { "claim_type": "visual_observation", "step_id": 2, "text": "Next, The person places the plate into the sink, indicating 'put down the plate'." }, { ...
{ "answer_correct": true, "evaluation_valid": true, "gold_reasoning_steps": [ { "claim_type": "visual_observation", "step_id": 1, "text": "First, put down the plate." }, { "claim_type": "visual_observation", "step_id": 2, "text": "Next, pick up the cup." }, ...
P02_105
[ { "claim_type": "visual_observation", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 1 }, { "claim_type": "visual_observation", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id":...
before_or_after_action
P02_105
/home/mayiling/projs/Video/QA_Code_By_Type1/Temporal_Event_Reasoning/outputs/epic_clips/P02_105/P02_105_local_0001_P02_105_07701_P02_105_07845.mp4
pick up the plate
D
{ "A": "throw the remaining food into the bin", "B": "open the bin", "C": "close the bin", "D": "pick up the plate" }
epic_kitchens_100
[ "First, put down the fork.", "Next, pick up the plate.", "Therefore, pick up the plate happens immediately after put down the fork.", "Therefore, the correct answer is D: pick up the plate." ]
[ { "claim_type": "visual_observation", "step_id": 1, "text": "First, put down the fork." }, { "claim_type": "visual_observation", "step_id": 2, "text": "Next, pick up the plate." }, { "claim_type": "temporal_relation", "step_id": 3, "text": "Therefore, pick up the plate ha...
[ "First, The person puts down the fork on the plate.", "Next, The person then picks up the plate with both hands.", "Therefore, picking up the plate happens immediately after putting down the fork.", "Therefore, the correct answer is D: pick up the plate." ]
[ { "claim_type": "visual_observation", "step_id": 1, "text": "First, The person puts down the fork on the plate." }, { "claim_type": "visual_observation", "step_id": 2, "text": "Next, The person then picks up the plate with both hands." }, { "claim_type": "temporal_relation", ...
P02_105_before_or_after_action_003
P02_105_before_or_after_action_003
{ "answer_correct": false, "evaluation_valid": true, "gold_reasoning_source": "openai/gpt-5.4", "judge_status": "ok", "kept_outcome": "answer_wrong", "outcome": "answer_wrong", "pre_filter_status": "rewrite_with_review", "step_correct": true, "video_judge_model": "/ssd2/mayiling/models/Qwen3-VL-8B-Ins...
What happens immediately after "put down the fork"?
[ "First, The person is holding a plate with food and a fork, and places the fork down on the plate.", "Next, After putting down the fork, the person carries the plate to a bin and throws the remaining food into it.", "Therefore, Throwing the remaining food into the bin happens immediately after putting down the ...
[ { "claim_type": "visual_observation", "step_id": 1, "text": "First, The person is holding a plate with food and a fork, and places the fork down on the plate." }, { "claim_type": "visual_observation", "step_id": 2, "text": "Next, After putting down the fork, the person carries the plate ...
{ "answer_correct": false, "evaluation_valid": true, "gold_reasoning_steps": [ { "claim_type": "visual_observation", "step_id": 1, "text": "First, put down the fork." }, { "claim_type": "visual_observation", "step_id": 2, "text": "Next, pick up the plate." }, ...
P02_105
[ { "claim_type": "visual_observation", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 1 }, { "claim_type": "visual_observation", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id":...
before_or_after_action
P02_105
/home/mayiling/projs/Video/QA_Code_By_Type1/Temporal_Event_Reasoning/outputs/epic_clips/P02_105/P02_105_local_0002_P02_105_07856_P02_105_07714.mp4
pick up the scissors
C
{ "A": "put the bag inside the box", "B": "close the bag", "C": "pick up the scissors", "D": "put down the scissors" }
epic_kitchens_100
[ "First, put down the pan and wooden spoon.", "Next, pick up the scissors.", "Therefore, pick up the scissors happens immediately after put down the pan and wooden spoon.", "Therefore, the correct answer is C." ]
[ { "claim_type": "visual_observation", "step_id": 1, "text": "First, put down the pan and wooden spoon." }, { "claim_type": "visual_observation", "step_id": 2, "text": "Next, pick up the scissors." }, { "claim_type": "temporal_relation", "step_id": 3, "text": "Therefore, p...
[ "First, The person puts down the pan and wooden spoon on the kitchen counter.", "Next, The person then picks up the scissors from the counter.", "Therefore, picking up the scissors happens immediately after putting down the pan and wooden spoon.", "Therefore, the correct answer is C." ]
[ { "claim_type": "visual_observation", "step_id": 1, "text": "First, The person puts down the pan and wooden spoon on the kitchen counter." }, { "claim_type": "visual_observation", "step_id": 2, "text": "Next, The person then picks up the scissors from the counter." }, { "claim_ty...
P02_105_before_or_after_action_009
P02_105_before_or_after_action_009
{ "answer_correct": true, "evaluation_valid": true, "gold_reasoning_source": "openai/gpt-5.4", "judge_status": "ok", "kept_outcome": "answer_correct_step_correct", "outcome": "answer_correct_step_correct", "pre_filter_status": "rewrite_with_review", "step_correct": true, "video_judge_model": "/ssd2/ma...
What happens immediately after "put down the pan and wooden spoon"?
[ "First, the pan and wooden spoon are placed on the countertop next to the stove.", "Next, the person's hand is seen picking up a pair of scissors from the counter.", "Therefore, The action of putting down the pan and wooden spoon, and the action of picking up the scissors, which happens immediately afterward.",...
[ { "claim_type": "visual_observation", "step_id": 1, "text": "First, the pan and wooden spoon are placed on the countertop next to the stove." }, { "claim_type": "visual_observation", "step_id": 2, "text": "Next, the person's hand is seen picking up a pair of scissors from the counter." ...
{ "answer_correct": true, "evaluation_valid": true, "gold_reasoning_steps": [ { "claim_type": "visual_observation", "step_id": 1, "text": "First, put down the pan and wooden spoon." }, { "claim_type": "visual_observation", "step_id": 2, "text": "Next, pick up the sc...
P02_105
[ { "claim_type": "visual_observation", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 1 }, { "claim_type": "visual_observation", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id":...
before_or_after_action
P02_105
/home/mayiling/projs/Video/QA_Code_By_Type1/Temporal_Event_Reasoning/outputs/epic_clips/P02_105/P02_105_local_0005_P02_105_07817_P02_105_07822.mp4
pick up the glove from the floor
D
{ "A": "put on the second glove", "B": "open the tap", "C": "pick up the sponge", "D": "pick up the glove from the floor" }
epic_kitchens_100
[ "First, put on the gloves.", "Next, pick up the glove from the floor.", "Therefore, pick up the glove from the floor happens immediately after put on the gloves.", "Therefore, the correct answer is D: pick up the glove from the floor." ]
[ { "claim_type": "visual_observation", "step_id": 1, "text": "First, put on the gloves." }, { "claim_type": "visual_observation", "step_id": 2, "text": "Next, pick up the glove from the floor." }, { "claim_type": "temporal_relation", "step_id": 3, "text": "Therefore, pick ...
[ "First, A person puts on a yellow glove on their hand.", "Next, The person bends down and picks up a yellow glove from the floor.", "Therefore, picking up the glove from the floor happens immediately after putting on the gloves.", "Therefore, the correct answer is D: pick up the glove from the floor." ]
[ { "claim_type": "visual_observation", "step_id": 1, "text": "First, A person puts on a yellow glove on their hand." }, { "claim_type": "visual_observation", "step_id": 2, "text": "Next, The person bends down and picks up a yellow glove from the floor." }, { "claim_type": "tempora...
P02_105_before_or_after_action_011
P02_105_before_or_after_action_011
{ "answer_correct": false, "evaluation_valid": true, "gold_reasoning_source": "openai/gpt-5.4", "judge_status": "ok", "kept_outcome": "answer_wrong", "outcome": "answer_wrong", "pre_filter_status": "rewrite_with_review", "step_correct": true, "video_judge_model": "/ssd2/mayiling/models/Qwen3-VL-8B-Ins...
What happens immediately after "put on the gloves"?
[ "First, a hand is holding a yellow glove, indicating the action of putting on the first glove.", "Next, both hands are wearing yellow gloves, indicating the second glove has been put on.", "Therefore, The action of putting on the second glove occurs immediately after the first glove is put on,.", "Therefore, ...
[ { "claim_type": "visual_observation", "step_id": 1, "text": "First, a hand is holding a yellow glove, indicating the action of putting on the first glove." }, { "claim_type": "visual_observation", "step_id": 2, "text": "Next, both hands are wearing yellow gloves, indicating the second gl...
{ "answer_correct": false, "evaluation_valid": true, "gold_reasoning_steps": [ { "claim_type": "visual_observation", "step_id": 1, "text": "First, put on the gloves." }, { "claim_type": "visual_observation", "step_id": 2, "text": "Next, pick up the glove from the fl...
P02_105
[ { "claim_type": "visual_observation", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id": 1 }, { "claim_type": "visual_observation", "label": 1, "reward": 1, "reward_basis": "gold_verified_step", "scorable": true, "step_id":...
before_or_after_action
P02_105
/home/mayiling/projs/Video/QA_Code_By_Type1/Temporal_Event_Reasoning/outputs/epic_clips/P02_105/P02_105_local_0006_P02_105_07824_P02_105_07829.mp4