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2511.06380
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What Makes Reasoning Invalid: Echo Reflection Mitigation for Large Language Models
9 November 2025
Chen He
Xun Jiang
Lei Wang
Hao-ran Yang
Chong Peng
Peng Yan
Fumin Shen
Xing Xu
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"What Makes Reasoning Invalid: Echo Reflection Mitigation for Large Language Models"
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