OPERATE

OPERATE evaluates persistent operational agency using seeded simulator backends and public source data. The LLM is the agent under test.

The current dataset contains 769 Full tasks across 502 physical sources and 141 Lite tasks across 82 sources. Lite is a development subset selected using model outcomes; it is not a held-out test or a Full leaderboard substitute.

full and lite provide the corresponding Parquet configurations. Scenario YAML, suite metadata and file hashes preserve executable contracts. See the schema for lossless reconstruction.

Set OPERATE_HF_REPO_ID to the dataset repository. Runtime setup verifies the companion's MANIFEST.json and records its immutable revision. Large assets install outside Git. Code and setup instructions are provided in the OPERATE repository.

The primary treatment is logical_persistent; realtime supervision is separate. The repository's benchmark manifest records certification status. This dataset distributes tasks and runtime assets; it contains no model result tables.

Use the dataset

from datasets import load_dataset

full = load_dataset("Xnhyacinth/OPERATE", "full", split="test")
lite = load_dataset("Xnhyacinth/OPERATE", "lite", split="test")

Install the datasets package in your analysis environment. These tables contain scenario contracts and metadata; model evaluation also needs the runtime setup from the GitHub checkout.

backends.tar.zst contains the hash-bound runtime assets, including the exact M5 source tables. Setup requires no M5/Kaggle credential. Other upstream repositories are restored at the pinned revisions declared in backend_runtime_closure.json.

MANIFEST.json binds every payload file, the Full/Lite catalogs and the Python dependency lock. Public downloads need no HF token. Pin a dataset commit for reproduction; the installer records the resolved commit in its local receipt. A mismatched catalog is rejected. Code edits remain allowed and are recorded as provenance rather than requiring a specific code commit.

Licenses

The dataset-card value other reflects source-specific terms. Distributing this companion is not relicensing upstream data under MIT. Original simulator, source-data and attribution terms apply; consult the source locks, runtime manifest and repository's third-party license index.