Findings of ACL. ACL

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A Survey on MLLM-based Visually Rich Document Understanding: Methods, Challenges, and Emerging Trends.

Pub Date : 2026-07-01 DOI: 10.18653/v1/2026.findings-acl.652 Yihao Ding, Siwen Luo, Yue Dai, Yanbei Jiang, Zechuan Li, Qiang Sun, Geoffrey Martin, Wei Liu, Yifan Peng

Faithfulness vs. Safety: Evaluating LLM Behavior Under Counterfactual Medical Evidence.

Pub Date : 2026-07-01 DOI: 10.18653/v1/2026.findings-acl.1847 Kaijie Mo, Siddhartha Venkatayogi, Chantal Shaib, Ramez Kouzy, Wei Xu, Byron C Wallace, Junyi Jessy Li

Decide less, communicate more: On the construct validity of end-to-end fact-checking in medicine.

Pub Date : 2026-07-01 DOI: 10.18653/v1/2026.findings-acl.496 Sebastian Joseph, Lily Chen, Barry Wei, Michael Mackert, Iain J Marshall, Paul Pu Liang, Ramez Kouzy, Byron C Wallace, Junyi Jessy Li

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