Knowledgator Engineering

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https://knowledgator.com/

knowledgator

Knowledgator

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AI & ML interests

Text classification, relations extraction, NER, computational biology

Recent Activity

Ihor updated a Space 11 days ago

knowledgator/GLiFormer

Ihor updated a model 11 days ago

knowledgator/gliformer-large-v1

Ihor new activity 13 days ago

knowledgator/gliformer-large-v1:open_relex head appears to be missing from the provided checkpoint

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Papers

The Million-Label NER: Breaking Scale Barriers with GLiNER bi-encoder

GLiClass: Generalist Lightweight Model for Sequence Classification Tasks

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knowledgator 's collections 23

Opir

Efficient Multi-Task Safety Classification Models

knowledgator/opir-multitask-large-v1.0

Text Classification • 0.4B • Updated May 29 • 1.95k • 9
knowledgator/opir-multitask-multilang-v1.0

Text Classification • 0.3B • Updated May 29 • 2.16k • 19
knowledgator/opir-edge-multilang-v1.0

Text Classification • 0.1B • Updated May 29 • 729 • 6
knowledgator/opir-edge-v1.0

Text Classification • 32.7M • Updated May 29 • 900 • 9

GLiNER-relex

Zero-shot joint NER and relation extraction models

knowledgator/gliner-relex-large-v0.5

Token Classification • 0.5B • Updated Apr 28 • 459 • 25
knowledgator/gliner-relex-large-v1.0

Token Classification • 0.5B • Updated Mar 22 • 493 • 9
knowledgator/gliner-relex-base-v1.0

Token Classification • 0.2B • Updated Mar 17 • 125 • 3
knowledgator/gliner-relex-multi-v1.0

Token Classification • 0.3B • Updated Mar 17 • 446 • 10

GLiNER- Linker

GLiNER-bi-Encoder models for entity linking with the GLiNKER framework

knowledgator/gliner-linker-large-v1.0

Token Classification • Updated Feb 24 • 65 • 8
knowledgator/gliner-linker-base-v1.0

Token Classification • Updated Feb 24 • 105 • 6
knowledgator/gliner-linker-rerank-v1.0

Token Classification • Updated Feb 24 • 37 • 7

GLiNER-PII

PII detection models developed in collaboration with Wordcab

knowledgator/gliner-pii-large-v1.0

Token Classification • Updated May 7 • 11.2k • 46
knowledgator/gliner-pii-base-v1.0

Token Classification • Updated Sep 27, 2025 • 4.09k • 18
knowledgator/gliner-pii-small-v1.0

Token Classification • Updated Sep 27, 2025 • 662 • 6
knowledgator/gliner-pii-edge-v1.0

Token Classification • Updated Mar 26 • 1.08k • 13

GLiCLass-V3

Models for zero-shot text classification that are up to 50 times faster than Cross-Encoders and show the same or higher accuracy.

GLiClass: Generalist Lightweight Model for Sequence Classification Tasks

Paper • 2508.07662 • Published Aug 11, 2025 • 11
knowledgator/gliclass-edge-v3.0

Text Classification • 32.7M • Updated Aug 12, 2025 • 5.51k • 18
knowledgator/gliclass-modern-base-v3.0

Text Classification • 0.2B • Updated Aug 12, 2025 • 7.83k • 7
knowledgator/gliclass-modern-large-v3.0

Text Classification • 0.4B • Updated Aug 12, 2025 • 1.12k • 14

GLiNER-BioMed

Collection of high-quality GLiNER models tuned for working with biomedical data

GLiNER-biomed: A Suite of Efficient Models for Open Biomedical Named Entity Recognition

Paper • 2504.00676 • Published Apr 1, 2025 • 5
Ihor/gliner-biomed-large-v1.0

Token Classification • Updated Jul 16, 2025 • 515 • 19
Ihor/gliner-biomed-base-v1.0

Token Classification • Updated Jul 16, 2025 • 270 • 5
Ihor/gliner-biomed-small-v1.0

Token Classification • Updated Jul 16, 2025 • 365 • 3

ModernGLiNER

GLiNER models based on modern encoder architectures

knowledgator/modern-gliner-bi-base-v1.0

Token Classification • Updated Jan 7, 2025 • 120 • 27
knowledgator/modern-gliner-bi-large-v1.0

Token Classification • Updated Feb 26, 2025 • 62 • 65

LLM2Encoder

Collection of initial models and models that use converted decoders to encoders as backbones

knowledgator/Qwen-encoder-0.5B

Question Answering • 0.5B • Updated Sep 1, 2024 • 53 • 10
knowledgator/Llama-encoder-1.0B

Question Answering • 1B • Updated Sep 1, 2024 • 693 • 3
knowledgator/Sheared-LLaMA-encoder-1.3B

Question Answering • 1B • Updated Aug 9, 2024 • 15 • 2
knowledgator/Qwen-encoder-1.5B

Question Answering • 2B • Updated Sep 1, 2024 • 25 • 2

Universal token classification

Collection of universal token classification (UTC) models capable in prompt-tuned manner to solve many information extraction tasks.

Paused

Agents

3

UTC HandyLab

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3
GLiNER multi-task: Generalist Lightweight Model for Various Information Extraction Tasks

Paper • 2406.12925 • Published Jun 14, 2024 • 25
knowledgator/UTC-DeBERTa-large-v2

Token Classification • 0.4B • Updated May 31, 2024 • 37 • 24
knowledgator/UTC-DeBERTa-base-v2

Token Classification • 0.2B • Updated May 31, 2024 • 13

GLiNER

Knowledgator GLiNER models for information extraction

knowledgator/gliner-multitask-v1.0

Token Classification • Updated Dec 10, 2024 • 151 • 40
knowledgator/gliner-multitask-large-v0.5

Token Classification • Updated Apr 29 • 1.01k • 141
Running

Agents

Featured

89

GLiNER HandyLab

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89

Perform multiple NLP tasks like NER, QA, and summarization
GLiNER multi-task: Generalist Lightweight Model for Various Information Extraction Tasks

Paper • 2406.12925 • Published Jun 14, 2024 • 25

Chemical Converters

Collection of models for converting chemical formats between each other.

knowledgator/SMILES2IUPAC-canonical-small

Text Generation • 5.97M • Updated Feb 15, 2024 • 448 • 7
knowledgator/IUPAC2SMILES-canonical-base

Text Generation • Updated Feb 15, 2024 • 199 • 6
knowledgator/IUPAC2SMILES-canonical-small

Text Generation • 5.79M • Updated Feb 15, 2024 • 65 • 5
knowledgator/SMILES2IUPAC-canonical-base

Text Generation • Updated Feb 15, 2024 • 1.25k • 10

Information Extraction Datasets

Collection of datasest for various information extraction tasks.

knowledgator/events_classification_biotech

Updated Mar 26, 2025 • 173 • 15
knowledgator/biomed_NER

Viewer • Updated Apr 15 • 4.84k • 337 • 13
knowledgator/sentence_rex

Viewer • Updated Feb 8, 2024 • 44.1k • 271 • 4

GLiClass-Multilang

Multi-lingual zero-shot text classification models

knowledgator/gliclass-multilang-ultra

Text Classification • 2B • Updated Apr 30 • 1.61k • 14
knowledgator/gliclass-multilang-mini

Text Classification • 0.3B • Updated Apr 30 • 5.89k • 14
knowledgator/gliclass-multilang-edge

Text Classification • 0.1B • Updated Apr 30 • 2.16k • 5

GLiClass-Instruct

Multi-task efficient zero-shot sequence classification models

knowledgator/gliclass-instruct-large-v1.0

Text Classification • 0.4B • Updated Feb 17 • 1.39k • 44
knowledgator/gliclass-instruct-base-v1.0

Text Classification • 0.2B • Updated May 21 • 989 • 9
knowledgator/gliclass-instruct-edge-v1.0

Text Classification • 32.7M • Updated Feb 17 • 998 • 8

GLiNER-bi-V2

knowledgator/gliner-bi-edge-v2.0

Token Classification • Updated Apr 22 • 127 • 8
knowledgator/gliner-bi-small-v2.0

Token Classification • Updated Apr 22 • 99 • 5
knowledgator/gliner-bi-base-v2.0

Token Classification • Updated Apr 22 • 331 • 7
knowledgator/gliner-bi-large-v2.0

Token Classification • Updated Apr 22 • 152 • 17

GLiNER-decoder

A joint encoder-decoder GLiNER model for a scalable open-ontology entity recognition

knowledgator/gliner-decoder-base-v1.0

Token Classification • Updated Aug 16, 2025 • 10 • 12
knowledgator/gliner-decoder-large-v1.0

Token Classification • Updated Aug 16, 2025 • 32 • 22
knowledgator/gliner-decoder-small-v1.0

Token Classification • Updated Aug 16, 2025 • 9 • 4

GLiNER-X

The Multilingual Named Entity Recognition (NER) model which is capable of identifying any entity type.

knowledgator/gliner-x-large

Token Classification • 0.9B • Updated Apr 29 • 970 • 49
knowledgator/gliner-x-base

Token Classification • 0.5B • Updated Apr 29 • 436 • 9
knowledgator/gliner-x-small

Token Classification • 0.3B • Updated Apr 29 • 432 • 18
knowledgator/gliner-x-small-v0.5

Token Classification • Updated Jun 13, 2025 • 13 • 4

ModernGLiClass

GLiClass with ModernBERT backbone

knowledgator/gliclass-modern-large-v2.0

0.4B • Updated Aug 12, 2025 • 670 • 5
knowledgator/gliclass-modern-base-v2.0

0.2B • Updated Aug 12, 2025 • 12.6k • 4
knowledgator/gliclass-base-v2.0-rac-init

Zero-Shot Classification • 0.2B • Updated Aug 12, 2025 • 188 • 11
knowledgator/gliclass-modern-base-v2.0-init

Zero-Shot Classification • 0.2B • Updated Aug 12, 2025 • 333 • 26

GLiNER bi-encoders

Bi-encoder and poly-encoder architectures of GLiNER

knowledgator/gliner-bi-small-v1.0

Token Classification • Updated Aug 25, 2024 • 231 • 10
knowledgator/gliner-bi-base-v1.0

Token Classification • Updated Aug 25, 2024 • 70 • 4
knowledgator/gliner-bi-large-v1.0

Token Classification • Updated Aug 25, 2024 • 115 • 25
knowledgator/gliner-poly-small-v1.0

Token Classification • Updated Aug 25, 2024 • 93 • 14

GLiClass

Generalist and Light-weighted Models for Zero-shot Text Classification

Running

Agents

15

GLiClass SandBox

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15

Classify text with zero-shot classification
knowledgator/gliclass-large-v1.0-init

Zero-Shot Classification • 0.4B • Updated Aug 12, 2025 • 65 • 14
knowledgator/gliclass-base-v1.0-init

Zero-Shot Classification • 0.2B • Updated Aug 12, 2025 • 50 • 2
knowledgator/gliclass-small-v1.0-init

Zero-Shot Classification • 0.1B • Updated Aug 12, 2025 • 70 • 6

Zero-shot text classification models

Collection of the best zero-shot text classification models. Fine-tune them with few examples using LiqFit - https://github.com/Knowledgator/LiqFit.

knowledgator/comprehend_it-base

Zero-Shot Classification • Updated Mar 24, 2025 • 182 • 88
MoritzLaurer/deberta-v3-large-zeroshot-v1.1-all-33

Zero-Shot Classification • 0.4B • Updated Apr 1, 2024 • 3.62k • • 58
MoritzLaurer/mDeBERTa-v3-base-xnli-multilingual-nli-2mil7

Zero-Shot Classification • 0.3B • Updated Apr 11, 2024 • 807k • • 392
MoritzLaurer/deberta-v3-base-zeroshot-v1.1-all-33

Zero-Shot Classification • 0.2B • Updated Jun 3, 2024 • 21.8k • • 30

Generative classification

Collection of auto-regressive models tuned for text classification

knowledgator/flan-t5-small-for-classification

Text Generation • Updated Feb 29, 2024 • 22
knowledgator/flan-t5-base-for-classification

Text Generation • Updated Feb 29, 2024 • 19 • 2
knowledgator/flan-t5-large-for-classification

Text Generation • Updated Feb 29, 2024 • 38 • 1

Molecular Encoders

Collection of pre-trained encoder models trained on large molecules databases.

knowledgator/SMILES-DeBERTa-base

Fill-Mask • Updated Feb 15, 2024 • 21 • 4
knowledgator/SMILES-DeBERTa-large

Fill-Mask • Updated Feb 15, 2024 • 22 • 3
knowledgator/SMILES-DeBERTa-small

Fill-Mask • Updated Feb 15, 2024 • 21 • 3