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2020 – today
- 2026
[c22]Zhucong Li, Powei Chang, Jin Xiao, Zhijian Zhou, Qianyu He, Jiaqing Liang, Fenglei Cao, Yinghui Xu, Yuan Qi:
ChemAmp: Amplified Chemistry Tools via Composable Agents. ACL (Findings) 2026: 1038-1053- [c21]Qingyu Ren, Qianyu He, Powei Chang, Jie Zeng, Zeye Sun, Fei Yu, Jiaqing Liang, Yanghua Xiao:
Instructions are all you need: Self-supervised Reinforcement Learning for Instruction Following. ACL (1) 2026: 4755-4776 - [c20]Qianyu He, Junting Lu, Yikai Zhang, Siyu Yuan, Xiaojun Meng, Jiansheng Wei, Jiaqing Liang, Yanghua Xiao:
Metaphor Reasoning is Meta-reasoning. ACL (1) 2026: 6914-6935 - [c19]Powei Chang, Jin Xiao, Guanglei Yue, Qianyu He, Yanghua Xiao, Deqing Yang, Jiaqing Liang:
What Makes an Ideal Quote? Recommending "Unexpected yet Rational" Quotations via Novelty. ACL (1) 2026: 7985-8017 - [i33]Qingyu Ren, Qianyu He, Jingwen Chang, Jie Zeng, Jiaqing Liang, Yanghua Xiao, Han Xia, Zeye Sun, Fei Yu:
LSRIF: Logic-Structured Reinforcement Learning for Instruction Following. CoRR abs/2601.06431 (2026) - [i32]Bowei Zhang, Jin Xiao, Guanglei Yue, Qianyu He, Yanghua Xiao, Deqing Yang, Jiaqing Liang:
What Makes an Ideal Quote? Recommending "Unexpected yet Rational" Quotations via Novelty. CoRR abs/2602.22220 (2026) - [i31]Tianjun Pan, Xuan Lin, Wenyan Yang, Qianyu He, Shisong Chen, Licai Qi, Wanqing Xu, Hongwei Feng, Bo Xu, Yanghua Xiao:
RubricEval: A Rubric-Level Meta-Evaluation Benchmark for LLM Judges in Instruction Following. CoRR abs/2603.25133 (2026) - [i30]Shihan Dou, Yujiong Shen, Chenhao Huang, Junjie Ye
, Jiayi Chen, Junzhe Wang, Qianyu He, Shichun Liu, Changze Lv, Jiahang Lin, Jiazheng Zhang, Ming Zhang, Shaofan Liu, Tao Ji, Zhangyue Yin, Cheng Zhang, Huaibing Xie, Jianglu Hu, Jingcheng Deng, Lincheng Li, Minda Hu, Shaolei Wang, Syrus Zhao, Weichao Wang, Yan Lei, Yang Liu, Yanling Xiao, Yiting Liu, Zenan Xu, Zhen Guo, Ziliang Zhao, Pluto Zhou, Tao Gui, Qi Zhang, Xuanjing Huang, Yu-Gang Jiang, Di Wang, Shunyu Yao:
CL-bench Life: Can Language Models Learn from Real-Life Context? CoRR abs/2604.27043 (2026) - [i29]Qingyu Ren, Qianyu He, Jiajie Zhu, Xingzhou Chen, Jingwen Chang, Zeye Sun, Han Xia, Fei Yu, Jiaqing Liang, Yanghua Xiao:
SEIF: Self-Evolving Reinforcement Learning for Instruction Following. CoRR abs/2605.07465 (2026) - [i28]Xintao Wang, Sirui Zheng, Hongqiu Wu, Weiyuan Li, Jen-Tse Huang, Minghao Zhu, Can Zu, Qi Deng, Jiawei Wang, Qianyu He, Heng Wang, Xiaojian Wu, Yunzhe Tao:
Agentopia: Long-Term Life Simulation and Learning in Agent Societies. CoRR abs/2606.07513 (2026) - 2025
- [c18]Jie Zeng, Qianyu He, Qingyu Ren, Jiaqing Liang, Weikang Zhou, Zeye Sun, Fei Yu, Yanghua Xiao:
Order Matters: Investigate the Position Bias in Multi-constraint Instruction Following. ACL (Findings) 2025: 12479-12492 - [c17]Qingyu Ren, Jie Zeng, Qianyu He, Jiaqing Liang, Yanghua Xiao, Weikang Zhou, Zeye Sun, Fei Yu:
Step-by-Step Mastery: Enhancing Soft Constraint Following Ability of Large Language Models. ACL (Findings) 2025: 19581-19596 - [c16]Qianxi He, Qianyu He, Jiaqing Liang, Weikang Zhou, Zeye Sun, Fei Yu, Yanghua Xiao:
Order Doesn't Matter, But Reasoning Does: Training LLMs with Order-Centric Augmentation. EMNLP 2025: 27178-27192 - [c15]Chengyu Du, Jinyi Han, Yizhou Ying, Aili Chen, Qianyu He, Haokun Zhao, Haoran Guo, Sirui Xia, Jiaqing Liang, Zulong Chen, Liangyue Li, Yanghua Xiao:
Think Thrice Before You Act: Progressive Thought Refinement in Large Language Models. ICLR 2025 - [c14]Jiajun Shi, Jian Yang, Jiaheng Liu, Xingyuan Bu, Jiangjie Chen, Junting Zhou, Kaijing Ma, Zhoufutu Wen, Bingli Wang, Yancheng He, Liang Song, Hualei Zhu, Shilong Li, Xingjian Wang, Wei Zhang, Ruibin Yuan, Yifan Yao, Wenjun Yang, Yunli Wang, Siyuan Fang, Siyu Yuan, Qianyu He, Robert Tang, Yingshui Tan, Wangchunshu Zhou, Zhao-Xiang Zhang, Zhoujun Li, Wenhao Huang, Ge Zhang:
KORGym: A Dynamic Game Platform for LLM Reasoning Evaluation. NeurIPS 2025 - [i27]Qingyu Ren, Jie Zeng, Qianyu He, Jiaqing Liang, Yanghua Xiao, Weikang Zhou, Zeye Sun, Fei Yu:
Step-by-Step Mastery: Enhancing Soft Constraint Following Ability of Large Language Models. CoRR abs/2501.04945 (2025) - [i26]Qianyu He, Huaiwei Sun, Yubo Li, Zhiwen You, Qiming Zheng, Yinghan Huang, Sipeng Zhu, Fengyu Wang:
Application of machine learning algorithm in temperature field reconstruction. CoRR abs/2502.13190 (2025) - [i25]Zhucong Li, Jin Xiao, Bowei Zhang, Zhijian Zhou, Qianyu He, Fenglei Cao, Jiaqing Liang, Yuan Qi:
ChemHTS: Hierarchical Tool Stacking for Enhancing Chemical Agents. CoRR abs/2502.14327 (2025) - [i24]Jie Zeng, Qianyu He, Qingyu Ren, Jiaqing Liang, Yanghua Xiao, Weikang Zhou, Zeye Sun, Fei Yu:
Order Matters: Investigate the Position Bias in Multi-constraint Instruction Following. CoRR abs/2502.17204 (2025) - [i23]Qianxi He, Qianyu He, Jiaqing Liang, Yanghua Xiao, Weikang Zhou, Zeye Sun, Fei Yu:
Order Doesn't Matter, But Reasoning Does: Training LLMs with Order-Centric Augmentation. CoRR abs/2502.19907 (2025) - [i22]Jiajun Shi, Jian Yang, Jiaheng Liu, Xingyuan Bu, Jiangjie Chen, Junting Zhou, Kaijing Ma, Zhoufutu Wen, Bingli Wang, Yancheng He, Liang Song, Hualei Zhu, Shilong Li, Xingjian Wang, Wei Zhang, Ruibin Yuan, Yifan Yao, Wenjun Yang, Yunli Wang, Siyuan Fang, Siyu Yuan, Qianyu He, Xiangru Tang, Yingshui Tan, Wangchunshu Zhou, Zhaoxiang Zhang, Zhoujun Li, Wenhao Huang, Ge Zhang:
KORGym: A Dynamic Game Platform for LLM Reasoning Evaluation. CoRR abs/2505.14552 (2025) - [i21]Jiangjie Chen, Qianyu He, Siyu Yuan, Aili Chen, Zhicheng Cai, Weinan Dai, Hongli Yu, Qiying Yu, Xuefeng Li, Jiaze Chen, Hao Zhou, Mingxuan Wang:
Enigmata: Scaling Logical Reasoning in Large Language Models with Synthetic Verifiable Puzzles. CoRR abs/2505.19914 (2025) - [i20]Qingyu Ren, Qianyu He, Bowei Zhang, Jie Zeng, Jiaqing Liang, Yanghua Xiao, Weikang Zhou, Zeye Sun, Fei Yu:
Beyond the Trade-off: Self-Supervised Reinforcement Learning for Reasoning Models' Instruction Following. CoRR abs/2508.02150 (2025) - [i19]Qianyu He, Siyu Yuan, Xuefeng Li, Mingxuan Wang, Jiangjie Chen:
ThinkDial: An Open Recipe for Controlling Reasoning Effort in Large Language Models. CoRR abs/2508.18773 (2025) - [i18]Qingyu Ren, Qianyu He, Bowei Zhang, Jie Zeng, Jiaqing Liang, Yanghua Xiao, Weikang Zhou, Zeye Sun, Fei Yu:
Instructions are all you need: Self-supervised Reinforcement Learning for Instruction Following. CoRR abs/2510.14420 (2025) - 2024
- [c13]Zhouhong Gu, Xiaoxuan Zhu, Haoning Ye, Lin Zhang, Jianchen Wang, Yixin Zhu, Sihang Jiang, Zhuozhi Xiong, Zihan Li, Weijie Wu, Qianyu He, Rui Xu, Wenhao Huang, Jingping Liu, Zili Wang, Shusen Wang, Weiguo Zheng, Hongwei Feng, Yanghua Xiao:
Xiezhi: An Ever-Updating Benchmark for Holistic Domain Knowledge Evaluation. AAAI 2024: 18099-18107 - [c12]Haixia Han, Jiaqing Liang, Jie Shi, Qianyu He, Yanghua Xiao:
Small Language Model Can Self-Correct. AAAI 2024: 18162-18170 - [c11]Qianyu He, Jie Zeng, Wenhao Huang, Lina Chen, Jin Xiao, Qianxi He, Xunzhe Zhou, Jiaqing Liang, Yanghua Xiao:
Can Large Language Models Understand Real-World Complex Instructions? AAAI 2024: 18188-18196 - [c10]Yikai Zhang, Qianyu He, Xintao Wang, Siyu Yuan, Jiaqing Liang, Yanghua Xiao:
Light Up the Shadows: Enhance Long-Tailed Entity Grounding with Concept-Guided Vision-Language Models. ACL (Findings) 2024: 13379-13389 - [c9]Wenhao Huang, Qianyu He, Zhixu Li, Jiaqing Liang, Yanghua Xiao:
Is There a One-Model-Fits-All Approach to Information Extraction? Revisiting Task Definition Biases. EMNLP (Findings) 2024: 10274-10287 - [c8]Qianyu He, Jie Zeng, Qianxi He, Jiaqing Liang, Yanghua Xiao:
From Complex to Simple: Enhancing Multi-Constraint Complex Instruction Following Ability of Large Language Models. EMNLP (Findings) 2024: 10864-10882 - [c7]Yuncheng Huang, Qianyu He, Jiaqing Liang, Sihang Jiang, Yanghua Xiao, Yunwen Chen:
Enhancing Quantitative Reasoning Skills of Large Language Models through Dimension Perception. ICDE 2024: 789-802 - [c6]Yanda Li, Dixuan Wang, Jiaqing Liang, Guochao Jiang, Qianyu He, Yanghua Xiao, Deqing Yang:
Reason from Fallacy: Enhancing Large Language Models' Logical Reasoning through Logical Fallacy Understanding. NAACL-HLT (Findings) 2024: 3053-3066 - [i17]Haixia Han, Jiaqing Liang, Jie Shi, Qianyu He, Yanghua Xiao:
Small Language Model Can Self-correct. CoRR abs/2401.07301 (2024) - [i16]Yuncheng Huang, Qianyu He, Yipei Xu, Jiaqing Liang, Yanghua Xiao:
Laying the Foundation First? Investigating the Generalization from Atomic Skills to Complex Reasoning Tasks. CoRR abs/2403.09479 (2024) - [i15]Wenhao Huang, Qianyu He, Zhixu Li, Jiaqing Liang, Yanghua Xiao:
Is There a One-Model-Fits-All Approach to Information Extraction? Revisiting Task Definition Biases. CoRR abs/2403.16396 (2024) - [i14]Yanda Li, Dixuan Wang, Jiaqing Liang, Guochao Jiang, Qianyu He, Yanghua Xiao, Deqing Yang:
Reason from Fallacy: Enhancing Large Language Models' Logical Reasoning through Logical Fallacy Understanding. CoRR abs/2404.04293 (2024) - [i13]Qianyu He, Jie Zeng, Qianxi He, Jiaqing Liang, Yanghua Xiao:
From Complex to Simple: Enhancing Multi-Constraint Complex Instruction Following Ability of Large Language Models. CoRR abs/2404.15846 (2024) - [i12]Yikai Zhang, Qianyu He, Xintao Wang, Siyu Yuan, Jiaqing Liang, Yanghua Xiao:
Light Up the Shadows: Enhance Long-Tailed Entity Grounding with Concept-Guided Vision-Language Models. CoRR abs/2406.10902 (2024) - [i11]Chengyu Du, Jinyi Han, Yizhou Ying, Aili Chen, Qianyu He, Haokun Zhao, Sirui Xia, Haoran Guo, Jiaqing Liang, Zulong Chen, Liangyue Li, Yanghua Xiao:
Think Thrice Before You Act: Progressive Thought Refinement in Large Language Models. CoRR abs/2410.13413 (2024) - [i10]Jin Xiao, Bowei Zhang, Qianyu He, Jiaqing Liang, Feng Wei, Jinglei Chen, Zujie Liang, Deqing Yang, Yanghua Xiao:
QUILL: Quotation Generation Enhancement of Large Language Models. CoRR abs/2411.03675 (2024) - 2023
- [c5]Qianyu He, Xintao Wang, Jiaqing Liang, Yanghua Xiao:
MAPS-KB: A Million-Scale Probabilistic Simile Knowledge Base. AAAI 2023: 6398-6406 - [c4]Qianyu He, Yikai Zhang, Jiaqing Liang, Yuncheng Huang, Yanghua Xiao, Yunwen Chen:
HAUSER: Towards Holistic and Automatic Evaluation of Simile Generation. ACL (1) 2023: 12557-12572 - [i9]Dakuan Lu, Hengkui Wu, Jiaqing Liang, Yipei Xu, Qianyu He, Yipeng Geng, Mengkun Han, Yingsi Xin, Yanghua Xiao:
BBT-Fin: Comprehensive Construction of Chinese Financial Domain Pre-trained Language Model, Corpus and Benchmark. CoRR abs/2302.09432 (2023) - [i8]Zhouhong Gu, Xiaoxuan Zhu, Haoning Ye, Lin Zhang, Jianchen Wang, Sihang Jiang, Zhuozhi Xiong, Zihan Li, Qianyu He, Rui Xu, Wenhao Huang, Zili Wang, Shusen Wang, Weiguo Zheng, Hongwei Feng, Yanghua Xiao:
Xiezhi: An Ever-Updating Benchmark for Holistic Domain Knowledge Evaluation. CoRR abs/2306.05783 (2023) - [i7]Qianyu He, Yikai Zhang, Jiaqing Liang, Yuncheng Huang, Yanghua Xiao, Yunwen Chen:
HAUSER: Towards Holistic and Automatic Evaluation of Simile Generation. CoRR abs/2306.07554 (2023) - [i6]Xintao Wang, Qianwen Yang, Yongting Qiu, Jiaqing Liang, Qianyu He, Zhouhong Gu, Yanghua Xiao, Wei Wang:
KnowledGPT: Enhancing Large Language Models with Retrieval and Storage Access on Knowledge Bases. CoRR abs/2308.11761 (2023) - [i5]Qianyu He, Jie Zeng, Wenhao Huang, Lina Chen, Jin Xiao, Qianxi He, Xunzhe Zhou, Lida Chen, Xintao Wang, Yuncheng Huang, Haoning Ye, Zihan Li, Shisong Chen, Yikai Zhang, Zhouhong Gu, Jiaqing Liang, Yanghua Xiao:
Can Large Language Models Understand Real-World Complex Instructions? CoRR abs/2309.09150 (2023) - [i4]Yuncheng Huang, Qianyu He, Jiaqing Liang, Sihang Jiang, Yanghua Xiao, Yunwen Chen:
Enhancing Quantitative Reasoning Skills of Large Language Models through Dimension Perception. CoRR abs/2312.17532 (2023) - 2022
- [c3]Qianyu He, Sijie Cheng, Zhixu Li, Rui Xie, Yanghua Xiao:
Can Pre-trained Language Models Interpret Similes as Smart as Human? ACL (1) 2022: 7875-7887 - [c2]Hanwen Tong, Chenhao Xie, Jiaqing Liang, Qianyu He, Zhiang Yue, Jingping Liu, Yanghua Xiao, Wenguang Wang:
A Context-Enhanced Generate-then-Evaluate Framework for Chinese Abbreviation Prediction. CIKM 2022: 1945-1954 - [c1]Xintao Wang, Qianyu He, Jiaqing Liang, Yanghua Xiao:
Language Models as Knowledge Embeddings. IJCAI 2022: 2291-2297 - [i3]Qianyu He, Sijie Cheng, Zhixu Li, Rui Xie, Yanghua Xiao:
Can Pre-trained Language Models Interpret Similes as Smart as Human? CoRR abs/2203.08452 (2022) - [i2]Xintao Wang, Qianyu He, Jiaqing Liang, Yanghua Xiao:
Language Models as Knowledge Embeddings. CoRR abs/2206.12617 (2022) - [i1]Qianyu He, Xintao Wang, Jiaqing Liang, Yanghua Xiao:
MAPS-KB: A Million-scale Probabilistic Simile Knowledge Base. CoRR abs/2212.05254 (2022)
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