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Multi-Scale Contrastive Knowledge Co-Distillation for Event Temporal Relation Extraction
March 22, 2024, 4:43 a.m. | Hao-Ren Yao, Luke Breitfeller, Aakanksha Naik, Chunxiao Zhou, Carolyn Rose
cs.LG updates on arXiv.org arxiv.org
Abstract: Event Temporal Relation Extraction (ETRE) is a crucial yet challenging problem. Event pairs are situated within a discourse at different distances, which we refer to as proximity bands. The temporal ordering communicated about event pairs situated at more remote (i.e., ``long'') or less remote (i.e., ``short'') proximity bands is encoded differently. SOTA ETRE models have tended to perform well on events situated at either short or long proximity bands, but not both. Yet, real-world, natural …
abstract arxiv cs.ai cs.cl cs.lg discourse distillation event extraction knowledge scale temporal type
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