Uncovering Autoregressive LLM Knowledge of Thematic Fit in Event Representation 事件

Uncovering Autoregressive LLM Knowledge of Thematic Fit in Event Representation arXiv:2410.15173v4 Announce Type: replace Abstract: The thematic fit estimation task measures semantic arguments' compatibility with a given semantic role for a given predicate. We investigate if autoregressive LLMs have consistent, expressible knowledge of event arguments' thematic fit by experimenting with various prompt designs, manipulating input context, reasoning, and output forms. We set a new state-of-the-ar