LLMs4OL

** 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 **

Task B. Type Taxonomy Discovery Datasets

From GeoNames, UMLS, and schema.org we obtained 680, 127, and 797 term types constituting type taxonomies. Dataset statistics as counts per reported parameter for Task B type taxonomic hierarchy discovery.

Figure: Statistics

Prompt Templates

{"placeholder": "text_a"} is the superclass of {"placeholder": "text_b"}. This statement is a {"mask"} .
{"placeholder": "text_b"} is a subclass of {"placeholder": "text_a"}. This statement is a {"mask"} .
{"placeholder": "text_a"} is the parent class of {"placeholder": "text_b"}. This statement is a {"mask"} .
{"placeholder": "text_b"} is a child class of {"placeholder": "text_a"}. This statement is a {"mask"} .
{"placeholder": "text_a"} is a supertype of {"placeholder": "text_b"}. This statement is a {"mask"} .
{"placeholder": "text_b"} is a subtype of {"placeholder": "text_a"}. This statement is a {"mask"} .
{"placeholder": "text_a"} is an ancestor class of {"placeholder": "text_b"}. This statement is a {"mask"} .
{"placeholder": "text_b"} is a descendant class of {"placeholder": "text_a"}. This statement is a {"mask"} .