Author

Bin Liang

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#natural language process... Preprint Oct 2026

Self-Evolving Agents Can Repair Failures but Struggle to Generalize from Them

Cold-Start Failure-Only Evolution reveals that current self-evolving agents are better at repairing observed failures than building generalizable capabilities from failure, and suggests that current self-evolving agents are better at repairing observed failures than building generalizable capabilities from failure.

Weixiang Zhao, Yi-Chen Zhang, Yan-Yan Zhao et al. · 0 citations

#artificial intelligence Preprint Aug 2026

Not All or None: Dynamic Construction of Target-aware Memory Graph for Conversational Stance Detection

A novel method that dynamically leverages target-related statements for conversational stance detection by employing a stepwise, entropy-guided backtracking mechanism to selectively activate memory from historical conversations and dynamically constructs a target-aware graph to model the stance relations among utteranc...

Yi-Fan Xiang, Bin Liang, Yu-Qi Huang et al. · 0 citations