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cs.CV 1

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2026 1

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Evian: Towards Explainable Visual Instruction-tuning Data Auditing

cs.CV · 2026-04-22 · unverdicted · novelty 6.0

EVian decomposes vision-language model responses into three cognitive components and audits them along consistency, coherence, and accuracy axes, showing that a small curated subset outperforms much larger training sets.

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  • Evian: Towards Explainable Visual Instruction-tuning Data Auditing cs.CV · 2026-04-22 · unverdicted · none · ref 25

    EVian decomposes vision-language model responses into three cognitive components and audits them along consistency, coherence, and accuracy axes, showing that a small curated subset outperforms much larger training sets.