Zhaohe Liao
1 indexed paper
Recent (6 mo)
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126
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NLP×1ML×1
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2026
Unlocking the Black Box of Latent Reasoning: An Interpretability-Guided Approach to Intervention
This paper introduces interpretability-guided, training-free interventions that systematically improve the accuracy and controllability of latent reasoning in LLMs by leveraging structural and causal insights into continuous hidden states.
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Papers
cs.CLcs.LGRecentMay 31, 2026
Unlocking the Black Box of Latent Reasoning: An Interpretability-Guided Approach to Intervention
Shuochen Chang, Tong Bai, Xiaofeng Zhang, Qianli Ma +4 more
This paper introduces interpretability-guided, training-free interventions that systematically improve the accuracy and controllability of latent reasoning in LLMs by leveraging structural and causal…
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