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#artificial intelligence Preprint Sep 2026

SCIRIGOR:Evaluating Open-Ended Scientific Analysis Beyond Final Scores

Scientific coding agents produce interdependent code, results, figures, and claims, yet evaluating final outputs alone does not establish whether their conclusions are scientifically supported. We formulate evidence-grounded multimodal scientific analysis, requiring agents to produce executable analyses and claims supp...

Bowen Liu, Shuo Nie, Bo-Dong Du et al. · 0 citations
Jul 2026

Beyond Frame Selection: Generative Latent Evidence Aggregation for Long-Video Understanding

Long-video understanding commonly compresses videos into a small set of frames or visual tokens for answer generation. Existing compact pipelines focus on retaining relevant visual content as explicit evidence. Yet making evidence available does not ensure that complementary cues across moments are integrated for answe...

Bowen Liu, Shuning Wang, Xinpeng Ding et al. · 0 citations

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