Language Models as Hierarchy Encoders
Paper • 2401.11374 • Published
AI & ML interests
This collection includes language models trained on hierarchies using hyperbolic losses. The resulting HiT models yield entity embeddings that are hierarchically organised in hyperbolic space.
lawhy
authored 7
papers 5 months ago
Zero-shot and Few-shot Learning with Knowledge Graphs: A Comprehensive Survey
Paper • 2112.10006 • Published
Exploring Large Language Models for Ontology Alignment
Paper • 2309.07172 • Published • 1
Language Model Analysis for Ontology Subsumption Inference
Paper • 2302.06761 • Published
Loong: Synthesize Long Chain-of-Thoughts at Scale through Verifiers
Paper • 2509.03059 • Published • 25
What Breaks Knowledge Graph based RAG? Empirical Insights into Reasoning under Incomplete Knowledge
Paper • 2508.08344 • Published
Language Models as Ontology Encoders
Paper • 2507.14334 • Published
lawhy
updated 4
models 12 months ago
Hierarchy-Transformers/HiT-MiniLM-L12-SnomedCT
Feature Extraction • 33.4M • Updated • 103 • 3
Hierarchy-Transformers/HiT-MPNet-WordNetNoun
Feature Extraction • 0.1B • Updated • 28
Hierarchy-Transformers/HiT-MiniLM-L12-WordNetNoun
Feature Extraction • 33.4M • Updated • 5.54k • • 4
Hierarchy-Transformers/HiT-MiniLM-L6-WordNetNoun
Feature Extraction • 22.7M • Updated • 19
lawhy
updated 5
datasets 12 months ago
Hierarchy-Transformers/WordNetNoun
Viewer • Updated • 11.3M • 238 • 1
Hierarchy-Transformers/SnomedCT
Viewer • Updated • 58.6M • 125 • 5
Hierarchy-Transformers/Schemaorg
Viewer • Updated • 115k • 14
Hierarchy-Transformers/FoodOn
Viewer • Updated • 3.37M • 46
Hierarchy-Transformers/DOID
Viewer • Updated • 660k • 24
lawhy
updated 3
models about 1 year ago