Extending an Event-type Ontology: Adding Verbs and Classes Using Fine-tuned LLMs Suggestions. (arXiv:2306.02130v2 [cs.CL] UPDATED)

In this project, we have investigated the use of advanced machine learning
methods, specifically fine-tuned large language models, for pre-annotating data
for a lexical extension task, namely adding descriptive words (verbs) to an
existing (but incomplete, as of yet) ontology of event types. Several research
questions have been focused on, from the investigation of a possible heuristics
to provide at least hints to annotators which verbs to include and which are
outside the current version of the ontology, to the …

advanced arxiv data event extension language language models large language large language models llms machine machine learning ontology project research type types words