Tencent Research: Non-Thinking Mode Raises Multimodal AI Response Failure Rate by Up to 48%

Tencent Research: Non-Thinking Mode Raises Multimodal AI Response Failure Rate by Up to 48%

N
News Editor
2026-08-30 14:36:36
Tencent's research paper finds that multimodal AI models in non-thinking mode can see response failure rates rise by up to 48%. The study argues that evaluation metrics should be improved to prioritize coherence and quality over mere correctness, with the goal of enhancing user experience. (Crypto Briefing)

Tencent's research paper finds that multimodal AI models in non-thinking mode can see response failure rates rise by up to 48%.

The study stresses the need to refine AI model evaluation metrics, focusing on coherence and quality of answers rather than correctness alone, so as to improve user experience. (Crypto Briefing)

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