Stepanov's picture

Stepanov

Ihor

·

https://knowledgator.com/

AI & ML interests

Text classification, computational biology, relations extraction, path reasoning

Recent Activity

liked a model 3 days ago

aaditya/Llama3-OpenBioLLM-70B

liked a model 4 days ago

gretelai/gretel-gliner-bi-large-v1.0

liked a dataset 4 days ago

abhinand/MedEmbed-training-triplets-v1

Organizations

Ihor's activity

upvoted 4 collections 3 months ago

Domain-specific GLiNER

6 items • Updated Jun 17 • 5

GLiNER

Knowledgator GLiNER models for information extraction • 7 items • Updated Sep 10 • 4

Qwen2

Qwen2 language models, including pretrained and instruction-tuned models of 5 sizes, including 0.5B, 1.5B, 7B, 57B-A14B, and 72B. • 39 items • Updated Sep 18 • 347

GLiNER bi-encoders

Bi-encoder and poly-encoder architectures of GLiNER • 5 items • Updated Sep 10 • 12

upvoted a collection 4 months ago

LLM2Vec

16 items • Updated Oct 8 • 34

upvoted a collection 5 months ago

GLiClass

Generalist and Light-weighted Models for Zero-shot Text Classification • 13 items • Updated Sep 17 • 11

upvoted 2 papers 5 months ago

Building Efficient Universal Classifiers with Natural Language Inference

Paper • 2312.17543 • Published Dec 29, 2023 • 2

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

Paper • 2406.12925 • Published Jun 14 • 22

upvoted an article 6 months ago

Article

From PyTorch DDP to 🤗 Accelerate to 🤗 Trainer, mastery of distributed training with ease

Oct 21, 2022

• 14

upvoted a paper 7 months ago

NuNER: Entity Recognition Encoder Pre-training via LLM-Annotated Data

Paper • 2402.15343 • Published Feb 23 • 12

upvoted 2 collections 10 months ago

Information Extraction Datasets

Collection of datasest for various information extraction tasks. • 3 items • Updated Sep 10 • 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. • 9 items • Updated Sep 10 • 9

upvoted a paper 10 months ago

Self-Rewarding Language Models

Paper • 2401.10020 • Published Jan 18 • 144

upvoted 2 collections 10 months ago

Zeroshot Classifiers

These are my current best zeroshot classifiers. Some of my older models are downloaded more often, but the models in this collection are newer/better. • 11 items • Updated Apr 3 • 112

Universal token classification

Collection of universal token classification (UTC) models capable in prompt-tuned manner to solve many information extraction tasks. • 11 items • Updated Sep 10 • 12