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Sep 15, 2026 · Artificial Intelligence

RTWI: Reliable Multimodal Reasoning by Filtering Noisy Thinking

Sichuan University researchers propose RTWI, a plug-and-play test-time scaling framework that models reasoning reliability to filter noisy thinking in multimodal chain-of-thought, achieving higher accuracy and efficiency on benchmarks like Qwen3-VL and DeepEyes.