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Bing Qin

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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 May 2026

LSR-Ben: A Logical and Scientific Reasoning Benchmark for Evaluating Process Reward Models

LSR-Ben is introduced, a process-level benchmark specifically designed for assessing PRM's performance across two primary reasoning domains (scientific and logical reasoning) and nine subdomains and it is hoped LSR-Ben can foster future researches on PRMs for broader domains, thereby enhancing the reasoning capabilitie...

Zhouhao Sun, Xuan Zhang, Xiaofeng Ding et al. · 0 citations

H2SD: Hybrid Hindsight Self-Distillation

Experiments on challenging reasoning benchmarks show that H$^2$SD achieves the strongest overall performance among representative RLVR and self-distillation baselines, with stable optimization and a favorable accuracy-efficiency trade-off.

Qi Cai, Yi-Chuan Ma, Linyang Li et al. · 2 citations

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