Do not be greedy, Think Twice: Sampling and Selection for Document-level Information Extraction 事件

Do not be greedy, Think Twice: Sampling and Selection for Document-level Information Extraction arXiv:2601.18395v2 Announce Type: replace Abstract: Document-level Information Extraction (DocIE) aims to produce an output template with the entities, relations, and events of interest occurring in the given document. Standard practices include prompting decoder-only LLMs using greedy decoding to avoid output variability. Rather than treating this variability as a limitation, we show that sampling c