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MIRA-Ev:A Benchmark for Granular Evidence Detection and Relational Reasoning in Clinical Exams

arXiv cs.CL · 2026-07-22 Cached

Introduces MIRA-Ev, a clinical argument mining benchmark built on Spanish MIR licensing-exam cases, annotated with span-level premises, claims, and support/attack relations, available in Spanish, English, and Basque. It provides a three-tier task hierarchy for evaluating evidence sentence retrieval, argumentative component extraction, and relation classification, addressing the limitations of multiple-choice QA benchmarks in clinical NLP.

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#evidence-detection

BanglaMemeEvidence: A Multimodal Benchmark Dataset for Explanatory Evidence Detection in Bengali Memes

arXiv cs.CL · 2026-07-07 Cached

This paper introduces BanglaMemeEvidence, a multimodal dataset of 2,917 Bengali memes annotated for explanatory evidence detection, and proposes BengaliMemeEvidenceNet, a hybrid framework achieving an F1 score of 0.74.

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