Jinxuan Zhang
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126
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2026
Deep Interaction: An Efficient Human-AI Interaction Method for Large Reasoning Models
This paper proposes an efficient human intervention mechanism, Deep Interaction, for correcting reasoning errors in large language models, achieving over 25% improvement in correction success rate and reducing token usage by approximately 40%.
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cs.AIEmpiricalRecentJul 15, 2026
Deep Interaction: An Efficient Human-AI Interaction Method for Large Reasoning Models
Hefeng Zhou, Jinxuan Zhang, Jiong Lou, Yuxin Liu +3 more
This paper proposes an efficient human intervention mechanism, Deep Interaction, for correcting reasoning errors in large language models, achieving over 25% improvement in correction success rate and…
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