ThinkPilot: Steering Reasoning Models via Automated Think-prefixes Optimization.

Sunzhu Li Sunzhu Li Zhiyu Lin Jiale Zhao Shuling Yang Chen Wei ThinkPilot: Steering Reasoning Models via Automated Think-prefixes Optimization. EACL (Findings) 2026 3573-3592 conf/eacl/2026f https://aclanthology.org/2026.findings-eacl.185/ db/conf/eacl/eacl2026f.html#LiLZYW26 streams/conf/eacl

Sunzhu Li Jiale Zhao Miteto Wei Huimin Ren Yang Zhou Jingwen Yang Shunyu Liu 0001 Kaike Zhang Wei Chen RubricHub: A Comprehensive and Highly Discriminative Rubric Dataset via Automated Coarse-to-Fine Generation. 2026 January abs/2601.08430 CoRR https://doi.org/10.48550/arXiv.2601.08430 db/journals/corr/corr2601.html#abs-2601-08430 streams/journals/corr

Yang Zhou Sunzhu Li Shunyu Liu 0001 Wenkai Fang Jiale Zhao Jingwen Yang Jianwei Lv Kongcheng Zhang Yihe Zhou Hengtong Lu Wei Chen Yan Xie Mingli Song Breaking the Exploration Bottleneck: Rubric-Scaffolded Reinforcement Learning for General LLM Reasoning. 2025 August abs/2508.16949 CoRR https://doi.org/10.48550/arXiv.2508.16949 db/journals/corr/corr2508.html#abs-2508-16949 streams/journals/corr

Sunzhu Li Zhiyu Lin Shuling Yang Jiale Zhao Wei Chen ThinkPilot: Steering Reasoning Models via Automated Think-prefixes Optimization. 2025 October abs/2510.12063 CoRR https://doi.org/10.48550/arXiv.2510.12063 db/journals/corr/corr2510.html#abs-2510-12063 streams/journals/corr

Zhiyu Lin Jingwen Yang Jiale Zhao Meng Liu Sunzhu Li Benyou Wang Decoding the Ear: A Framework for Objectifying Expressiveness from Human Preference Through Efficient Alignment. 2025 October abs/2510.20513 CoRR https://doi.org/10.48550/arXiv.2510.20513 db/journals/corr/corr2510.html#abs-2510-20513 streams/journals/corr

Xiuqing Lv Peng Zhang Sunzhu Li Guobing Gan Yueheng Sun LightFormer: Light-weight Transformer Using SVD-based Weight Transfer and Parameter Sharing. 10323-10335 2023 ACL (Findings) https://doi.org/10.18653/v1/2023.findings-acl.656 https://aclanthology.org/2023.findings-acl.656 conf/acl/2023f db/conf/acl/acl2023f.html#LvZLGS23 Sunzhu Li Peng Zhang 0002 Guobing Gan Xiuqing Lv Benyou Wang Victor Junqiu Wei Xin Jiang 0002 Hypoformer: Hybrid Decomposition Transformer for Edge-friendly Neural Machine Translation. 7056-7068 2022 EMNLP https://doi.org/10.18653/v1/2022.emnlp-main.475 https://aclanthology.org/2022.emnlp-main.475 conf/emnlp/2022 db/conf/emnlp/emnlp2022.html#LiZGLWW022 Guobing Gan Peng Zhang 0002 Sunzhu Li Xiuqing Lu Benyou Wang MorphTE: Injecting Morphology in Tensorized Embeddings. 2022 conf/nips/2022 NeurIPS http://papers.nips.cc/paper_files/paper/2022/hash/d68b4e80fd0dd8ac72092b3acd418f75-Abstract-Conference.html db/conf/nips/neurips2022.html#GanZLLW22

Guobing Gan Peng Zhang 0002 Sunzhu Li Xiuqing Lu Benyou Wang MorphTE: Injecting Morphology in Tensorized Embeddings. 2022 abs/2210.15379 CoRR https://doi.org/10.48550/arXiv.2210.15379 db/journals/corr/corr2210.html#abs-2210-15379

Wei Chen Wenkai Fang Guobing Gan Xin Jiang 0002 Zhiyu Lin Meng Liu Shunyu Liu 0001 Hengtong Lu Xiuqing Lu Jianwei Lv Xiuqing Lv Huimin Ren Mingli Song Yueheng Sun Benyou Wang Chen Wei Miteto Wei Victor Junqiu Wei Yan Xie Jingwen Yang Shuling Yang Kaike Zhang Kongcheng Zhang Peng Zhang Peng Zhang 0002 Jiale Zhao Yang Zhou Yihe Zhou