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AI & ML interests

Text classification, relations extraction, NER, computational biology

Recent Activity
Ihor  updated a model about 17 hours ago
knowledgator/opir-edge-v1.0
Ihor  updated a model about 17 hours ago
knowledgator/opir-edge-multilang-v1.0
Ihor  updated a model about 17 hours ago
knowledgator/opir-multitask-large-v1.0
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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

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.
GLiNER-BioMed
Collection of high-quality GLiNER models tuned for working with biomedical data
Universal token classification
Collection of universal token classification (UTC) models capable in prompt-tuned manner to solve many information extraction tasks.
GLiNER
Knowledgator GLiNER models for information extraction
Chemical Converters
Collection of models for converting chemical formats between each other.
GLiNER-X
The Multilingual Named Entity Recognition (NER) model which is capable of identifying any entity type.
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.
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.
GLiNER-X
The Multilingual Named Entity Recognition (NER) model which is capable of identifying any entity type.
GLiNER-BioMed
Collection of high-quality GLiNER models tuned for working with biomedical data
Universal token classification
Collection of universal token classification (UTC) models capable in prompt-tuned manner to solve many information extraction tasks.
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.
GLiNER
Knowledgator GLiNER models for information extraction
Chemical Converters
Collection of models for converting chemical formats between each other.