Author

Jing-Bin Niu

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Jul 2026

What Does Your Short-Answer VQA Score Actually Measure? Evaluator-Dependent Instability in Multimodal Short-Answer Benchmarks

Official short-answer VQA scores should be accompanied by semantic audits and answer-type diagnostics to remain interpretable, because instability is structured by answer type: extractive and multi-span answers are far more evaluator-sensitive than scalar answers.

Guanhua Ye, Jing-Bin Niu, Yan Li et al. · arXiv.org · 0 citations