LLMs4OL

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LLMs4OL Paradigm

Task A: Term Typing

Task B: Type Taxonomy Discovery

Task C: Type Non-Taxonomic Relation Extraction

Finetuning

Task A Detailed Results

Task B Detailed Results

Task C Detailed Results

Task A Datasets

Task B Datasets

Task C Datasets

Finetuning Datasets

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Task C. Type Non-Taxonomic Relation Extraction Results

Dataset	BERT-Large	BART-Large	Flan-T5-Large	Flan-T5-XL	GPT-3	BLOOM-1b7	BLOOM-3b	Flan-T5-Large*	Flan-T5-XL*	GPT-4	GPT-3.5$	LLaMA-7B	PubMedBERT
UMLS	40.10	42.35	46.02	49.52	38.84	43.12	42.70	49.05	53.05	41.31	37.51	20.34	42.68

• Flan-T5-Large* and Flan-T5-XL* are Few-shot learning results for datasets.

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