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Qing Wang

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Preprint Aug 2026

Calling the Bluff: Detecting Ever-Shifting Harmful Chat Dialogue via Ordered Reasoning Chain Regularization

Harmful chat dialogues are ever-shifting through type-shifting and lexical evasion, yet we find they share invariant principles, i.e., an Ordered Reasoning Chain (ORC) of recurring topics, harm language indicators, severity hierarchies, and type characteristics, which can help us capture the key information in the freq...

Haojie Yu, Ziyou Jiang, Junjie Wang et al. · 0 citations
Preprint Aug 2026

Trajectory-Relative Hindsight Distillation for Agentic Reinforcement Learning

Experiments on WebShop and ALFWorld with different backbones show that TRIAL outperforms GRPO across all eight combinations of backbone, environment, and evaluation metric, while achieving the best or tied-best performance among six methods on six of them.

Hao-Yu Zheng, Yun Zhu, Qing Wang et al. · 1 citation

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