A joint encoder-decoder GLiNER model for a scalable open-ontology entity recognition
AI & ML interests
Text classification, relations extraction, NER, computational biology
Recent Activity
View all activity
Organization Card
Knowledgator is an open-source ML research company focused on advancing the information extraction field.
Research: reinventing encoder architecture to benefit anyone who is looking for efficient open-source information extraction models.
Feedback
We value your input! Share your feedback and suggestions to help us improve our models. Fill out the feedback form
Join Our Discord
Connect with our community on Discord for news, support, and discussion about our models. Join Discord
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 • 7 -
knowledgator/gliclass-edge-v3.0
Text Classification • 0.0B • Updated • 2.11k • 13 -
knowledgator/gliclass-modern-base-v3.0
Text Classification • 0.2B • Updated • 2.87k • 3 -
knowledgator/gliclass-modern-large-v3.0
Text Classification • 0.4B • Updated • 2.27k • 10
A joint encoder-decoder GLiNER model for a scalable open-ontology entity recognition
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 • 7 -
knowledgator/gliclass-edge-v3.0
Text Classification • 0.0B • Updated • 2.11k • 13 -
knowledgator/gliclass-modern-base-v3.0
Text Classification • 0.2B • Updated • 2.87k • 3 -
knowledgator/gliclass-modern-large-v3.0
Text Classification • 0.4B • Updated • 2.27k • 10
spaces
8
Running
13
GLiClass SandBox
🌖
Classify text with zero-shot classification
Running
GLiClassReranker
🚀
GLiClass for Reranking Sentence Pairs
Running
82
GLiNER HandyLab
⚡
Explore multiple text tasks with GLiNER HandyLab
Running
SemanticChemist
🏢
Running
3
UTC HandyLab
📚
Runtime error
9
ChemicalConverters
⚡
Convert chemical names and structures
models
98
knowledgator/gliner-decoder-base-v1.0
Token Classification
•
Updated
•
2
knowledgator/gliner-decoder-large-v1.0
Token Classification
•
Updated
•
2
knowledgator/gliner-decoder-small-v1.0
Token Classification
•
Updated
•
2
knowledgator/gliclass-modern-large-v2.0-init
Zero-Shot Classification
•
0.4B
•
Updated
•
308
•
9
knowledgator/gliclass-modern-base-v2.0-init
Zero-Shot Classification
•
0.2B
•
Updated
•
14.9k
•
23
knowledgator/gliclass-base-v2.0-rac-init
Zero-Shot Classification
•
0.2B
•
Updated
•
1.04k
•
9
knowledgator/gliclass-modern-base-v2.0
0.2B
•
Updated
•
935
•
1
knowledgator/gliclass-modern-large-v2.0
0.4B
•
Updated
•
4.79k
•
2
knowledgator/gliclass-qwen-1.5B-v1.0
Zero-Shot Classification
•
2B
•
Updated
•
76
•
2
knowledgator/gliclass-qwen-0.5B-v1.0
Zero-Shot Classification
•
0.5B
•
Updated
•
91
•
1
datasets
13
knowledgator/gliclass-v3-logic-dataset
Viewer
•
Updated
•
7.78k
•
269
•
6
knowledgator/gliner-multilingual-synthetic
Updated
•
27
•
2
knowledgator/events_classification_biotech
Updated
•
149
•
12
knowledgator/gliclass-v2.0-RAC
Viewer
•
Updated
•
612k
•
8
•
2
knowledgator/gliclass-v2.0
Viewer
•
Updated
•
1.2M
•
29
•
1
knowledgator/gliclass-v1.0
Preview
•
Updated
•
7
•
3
knowledgator/PubMedAbstractsNER
Updated
•
2
•
2
knowledgator/bio-NER-relations
Viewer
•
Updated
•
11.1k
•
5
•
3
knowledgator/PubmedQA
Viewer
•
Updated
•
1k
•
1
•
1
knowledgator/GLINER-multi-task-synthetic-data
Updated
•
44
•
10