DiffusionSL: Sequence Labeling via Tag Diffusion Process. - Ziyang Huang 005; Pengfei Cao; Jun Zhao 001; Kang Liu 001 (EMNLP (Findings), 2023)

Beyond Instruction Following: Evaluating Rule Following of Large Language Models. - Wangtao Sun; Chenxiang Zhang; Xueyou Zhang; Ziyang Huang 005; Haotian Xu; Pei Chen; Shizhu He; Jun Zhao 001; Kang Liu 001 (CoRR, 2024)

Improve Rule Retrieval and Reasoning with Self-Induction and Relevance ReEstimate. - Ziyang Huang 005; Wangtao Sun; Jun Zhao 001; Kang Liu 001 (ACL (Findings), 2025)

Exploiting Contextual Knowledge in LLMs through V-usable Information based Layer Enhancement. - Xiaowei Yuan; Zhao Yang 004; Ziyang Huang 005; Yequan Wang; Siqi Fan 001; Yiming Ju; Jun Zhao 001; Kang Liu 001 (ACL (1), 2025)

Towards Adaptive Mechanism Activation in Language Agent. - Ziyang Huang 005; Jun Zhao 001; Kang Liu 001 (COLING, 2025)

Reinforced Internal-External Knowledge Synergistic Reasoning for Efficient Adaptive Search Agent. - Ziyang Huang 005; Xiaowei Yuan; Yiming Ju; Jun Zhao 001; Kang Liu 001 (CoRR, 2025)

Socratic-PRMBench: Benchmarking Process Reward Models with Systematic Reasoning Patterns. - Xiang Li; Haiyang Yu 003; Xinghua Zhang 001; Ziyang Huang 005; Shizhu He; Kang Liu 001; Jun Zhao 001; Fei Huang 002; Yongbin Li (CoRR, 2025)

Decomposed Reasoning with Reinforcement Learning for Relevance Assessment in UGC Platforms. - Xiaowei Yuan; Lei Jin; Haoxin Zhang; Yan Gao 017; Yi Wu; Yao Hu 002; Ziyang Huang 005; Jun Zhao 001; Kang Liu 001 (CoRR, 2025)