| 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 |
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
{"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"} .