TimelineAgent: An LLM-based Framework for Query-Centric Event Timeline Extraction Across Multiple Documents.

arXiv:2610.25733v1 Announce Type: new Abstract: Query-centric cross-document event timeline extraction aims to construct event timelines from multiple documents under diverse query focuses. The task is very challenging due to the heterogeneous event modeling a