PluRule is a new multimodal multilingual benchmark showing that state-of-the-art vision-language models perform only marginally better than a trivial baseline at detecting specific rule violations in pluralistic online communities.
arXiv preprint arXiv:2503.02863 (2025)
2 Pith papers cite this work. Polarity classification is still indexing.
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A structured Zoom-then-Diagnose paradigm with uncertainty-aware GRPO rewards improves lesion localization by 39.3% on liver, breast, and thyroid ultrasound VQA datasets by encouraging caution under ambiguity.
citing papers explorer
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PluRule: A Benchmark for Moderating Pluralistic Communities on Social Media
PluRule is a new multimodal multilingual benchmark showing that state-of-the-art vision-language models perform only marginally better than a trivial baseline at detecting specific rule violations in pluralistic online communities.
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Look-Closer-Then-Diagnose: Confidence-Aware Ultrasound VQA via Active Zooming
A structured Zoom-then-Diagnose paradigm with uncertainty-aware GRPO rewards improves lesion localization by 39.3% on liver, breast, and thyroid ultrasound VQA datasets by encouraging caution under ambiguity.