Papers with event relation analysis
UERLens: Understanding Event Relations in Large Language Models (2026.acl-short)
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| Challenge: | Existing studies on event relation extraction (ERE) have focused on improving model performance. |
| Approach: | They propose an interpretability framework for understanding event relations in large language models . they first construct a counterfactual dataset that includes causal, temporal, and sub-event relations . |
| Outcome: | The proposed framework improves event relation extraction by leveraging internal features to train a lightweight classifier. |