Papers with Temporal Relation Classification task
Will LLMs Replace the Encoder-Only Models in Temporal Relation Classification? (2024.emnlp-main)
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| Challenge: | Large Language Models (LLMs) have shown promising performance in temporal reasoning tasks such as temporal question answering. |
| Approach: | They propose to use large language models to detect temporal relations between events with in-context learning and lightweight fine-tuning approaches to assess their performance. |
| Outcome: | The proposed models significantly underperform smaller encoder-only models based on RoBERTa in the Temporal Relation Classification task. |