Will LLMs Replace the Encoder-Only Models in Temporal Relation Classification?

Gabriel Roccabruna, Massimo Rizzoli, Giuseppe Riccardi

The automatic detection of temporal relations among events has been mainly investigated with encoder-only models such as RoBERTa. Large Language Models (LLM) have recently shown pr…