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

alexandrlukashov updated a Space about 1 month ago

knowledgator/GLiNER_HandyLab

alexandrlukashov updated a model about 1 month ago

knowledgator/gliner-pii-large-v1.0

Ihor updated a model about 1 month ago

knowledgator/gliner-pii-edge-v1.0

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knowledgator 's collections 18

GLiNER-PII

PII detection models developed in collaboration with Wordcab

knowledgator/gliner-pii-large-v1.0

Token Classification • Updated Sep 29 • 496 • 26
knowledgator/gliner-pii-base-v1.0

Token Classification • Updated Sep 27 • 862 • 7
knowledgator/gliner-pii-small-v1.0

Token Classification • Updated Sep 27 • 263 • 4
knowledgator/gliner-pii-edge-v1.0

Token Classification • Updated Sep 27 • 101 • 9

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 • 8 • 11
knowledgator/gliner-decoder-large-v1.0

Token Classification • Updated Aug 16 • 33 • 17
knowledgator/gliner-decoder-small-v1.0

Token Classification • Updated Aug 16 • 16 • 4

GLiNER-X

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

knowledgator/gliner-x-large

Token Classification • Updated Aug 25 • 862 • 30
knowledgator/gliner-x-base

Token Classification • Updated Aug 25 • 68 • 5
knowledgator/gliner-x-small

Token Classification • Updated Aug 25 • 35 • 14
knowledgator/gliner-x-small-v0.5

Token Classification • Updated Jun 13 • 65 • 4

ModernGLiClass

GLiClass with ModernBERT backbone

knowledgator/gliclass-modern-large-v2.0

0.4B • Updated Aug 12 • 91 • 3
knowledgator/gliclass-modern-base-v2.0

0.2B • Updated Aug 12 • 14 • 2
knowledgator/gliclass-base-v2.0-rac-init

Zero-Shot Classification • 0.2B • Updated Aug 12 • 412 • 9
knowledgator/gliclass-modern-base-v2.0-init

Zero-Shot Classification • 0.2B • Updated Aug 12 • 140 • 24

GLiNER bi-encoders

Bi-encoder and poly-encoder architectures of GLiNER

knowledgator/gliner-bi-small-v1.0

Token Classification • Updated Aug 25, 2024 • 20 • 10
knowledgator/gliner-bi-base-v1.0

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

Token Classification • Updated Aug 25, 2024 • 43 • 24
knowledgator/gliner-poly-small-v1.0

Token Classification • Updated Aug 25, 2024 • 95 • 15

GLiClass

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

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GLiClass SandBox

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

Zero-Shot Classification • 0.4B • Updated Aug 12 • 40 • 14
knowledgator/gliclass-base-v1.0-init

Zero-Shot Classification • 0.2B • Updated Aug 12 • 43 • 2
knowledgator/gliclass-small-v1.0-init

Zero-Shot Classification • 0.1B • Updated Aug 12 • 20 • 5

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 • 3.77k • • 86
MoritzLaurer/deberta-v3-large-zeroshot-v1.1-all-33

Zero-Shot Classification • 0.4B • Updated Apr 1, 2024 • 8.49k • • 58
MoritzLaurer/mDeBERTa-v3-base-xnli-multilingual-nli-2mil7

Zero-Shot Classification • 0.3B • Updated Apr 11, 2024 • 92.9k • • 331
MoritzLaurer/deberta-v3-base-zeroshot-v1.1-all-33

Zero-Shot Classification • 0.2B • Updated Jun 3, 2024 • 5.15k • • 28

Generative classification

Collection of auto-regressive models tuned for text classification

knowledgator/flan-t5-small-for-classification

Text Generation • Updated Feb 29, 2024 • 58
knowledgator/flan-t5-base-for-classification

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

Text Generation • Updated Feb 29, 2024 • 59 • 1

Molecular Encoders

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

knowledgator/SMILES-DeBERTa-base

Fill-Mask • Updated Feb 15, 2024 • 5 • 4
knowledgator/SMILES-DeBERTa-large

Fill-Mask • Updated Feb 15, 2024 • 6 • 3
knowledgator/SMILES-DeBERTa-small

Fill-Mask • Updated Feb 15, 2024 • 10 • 3

GLiNER-bi-V2

knowledgator/gliner-bi-edge-v2.0

Token Classification • Updated Aug 25 • 62
knowledgator/gliner-bi-small-v2.0

Updated Aug 24 • 1
knowledgator/gliner-bi-base-v2.0

Updated Aug 24
knowledgator/gliner-bi-large-v2.0

Updated Aug 25

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 • 9
knowledgator/gliclass-edge-v3.0

Text Classification • 32.7M • Updated Aug 12 • 2.05k • 16
knowledgator/gliclass-modern-base-v3.0

Text Classification • 0.2B • Updated Aug 12 • 359 • 3
knowledgator/gliclass-modern-large-v3.0

Text Classification • 0.4B • Updated Aug 12 • 349 • 13

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 • 5
Ihor/gliner-biomed-large-v1.0

Token Classification • Updated Jul 16 • 215 • 9
Ihor/gliner-biomed-base-v1.0

Token Classification • Updated Jul 16 • 71 • 4
Ihor/gliner-biomed-small-v1.0

Token Classification • Updated Jul 16 • 25 • 3

ModernGLiNER

GLiNER models based on modern encoder architectures

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

Token Classification • Updated Jan 7 • 25 • 26
knowledgator/modern-gliner-bi-large-v1.0

Token Classification • Updated Feb 26 • 5.42k • 58

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 • 82 • 9
knowledgator/Llama-encoder-1.0B

Question Answering • 1B • Updated Sep 1, 2024 • 652 • 3
knowledgator/Sheared-LLaMA-encoder-1.3B

Question Answering • 1B • Updated Aug 9, 2024 • 6 • 2
knowledgator/Qwen-encoder-1.5B

Question Answering • 2B • Updated Sep 1, 2024 • 44 • 1

Universal token classification

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

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UTC HandyLab

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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 • 77 • 24
knowledgator/UTC-DeBERTa-base-v2

Token Classification • 0.2B • Updated May 31, 2024 • 11

GLiNER

Knowledgator GLiNER models for information extraction

knowledgator/gliner-multitask-v1.0

Token Classification • Updated Dec 10, 2024 • 6.57k • 34
knowledgator/gliner-multitask-large-v0.5

Token Classification • Updated Jan 2 • 699 • 134
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GLiNER HandyLab

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Explore various text processing tasks with GLiNER HandyLab
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 • 630 • 7
knowledgator/IUPAC2SMILES-canonical-base

Text Generation • Updated Feb 15, 2024 • 70 • 6
knowledgator/IUPAC2SMILES-canonical-small

Text Generation • 5.79M • Updated Feb 15, 2024 • 3 • 5
knowledgator/SMILES2IUPAC-canonical-base

Text Generation • Updated Feb 15, 2024 • 566 • 9

Information Extraction Datasets

Collection of datasest for various information extraction tasks.

knowledgator/events_classification_biotech

Updated Mar 26 • 164 • 14
knowledgator/biomed_NER

Viewer • Updated Feb 12, 2024 • 4.84k • 56 • 11
knowledgator/sentence_rex

Viewer • Updated Feb 8, 2024 • 44.1k • 16 • 4