benchmark 1cross-document analysis 1event detection 1information extraction 1large language models 1
From the 1 of 2 linked papers with an AI index.
2 papers
cs.CL2026
From Single- to Cross-Document: Benchmarking Multi-Granularity Event Analysis of Large Language Models
Tao Wen, Shuai Shao, Pei Ke +7
The paper introduces MiGUE-Bench, a benchmark that evaluates large language models on multi‑granularity event analysis tasks ranging from single‑document event detection to cross‑d…
cs.CL2026
Why Attend to Everything? Focus is the Key
Hengshuai Yao, Xing Chen, Ahmed Murtadha +8
Standard attention scales quadratically with sequence length. Efficient attention methods reduce this O(n^2) cost, but when retrofitted into pretrained models, they often degrade p…