Pause or Fabricate? Training Language Models for Grounded Reasoning.

Daoxin Zhang Yiwen Qiu Linjuan Wu Yizhou Liu Yuchen Yan Jin Ma Xu Tan 0003 Yao Hu Daoxin Zhang Wenqi Zhang 0001 Weiming Lu 0001 Jun Xiao 0001 Yongliang Shen 0001 Pause or Fabricate? Training Language Models for Grounded Reasoning. 23056-23077 2026 ACL (Findings) https://doi.org/10.18653/v1/2026.findings-acl.1155 https://aclanthology.org/2026.findings-acl.1155/ conf/acl/2026f db/conf/acl/acl2026f.html#QiuWLYMTHZZLXS26 Hengwei Liu Haoyuan Ma Qingqing Lyu Daoxin Zhang Yao Hu Yongliang Shen 0001 Yin Zhang 0006 Weiming Lu 0001 Leveraging Outline-Optimized Generative Interactions and Critique for Self-Refining Outlines with Reinforcement Learning. 33029-33046 2026 ACL (1) https://doi.org/10.18653/v1/2026.acl-long.1525 https://aclanthology.org/2026.acl-long.1525/ conf/acl/2026-1 db/conf/acl/acl2026-1.html#LiuMLZHSZL26

Yiwen Qiu Linjuan Wu Yizhou Liu Yuchen Yan Jin Ma Xu Tan 0003 Yao Hu Daoxin Zhang Wenqi Zhang 0001 Weiming Lu 0001 Jun Xiao 0001 Yongliang Shen 0001 Pause or Fabricate? Training Language Models for Grounded Reasoning. 2026 April abs/2604.19656 CoRR https://doi.org/10.48550/arXiv.2604.19656 db/journals/corr/corr2604.html#abs-2604-19656 streams/journals/corr

Xincheng Yao Ruoqi Li Cheng Chen Daoxin Zhang Yi Wu Yao Hu 0002 Chongyang Zhang HTPO: Towards Exploration-Exploitation Balanced Policy Optimization via Hierarchical Token-level Objective Control. 2026 May abs/2605.08283 CoRR https://doi.org/10.48550/arXiv.2605.08283 db/journals/corr/corr2605.html#abs-2605-08283 streams/journals/corr

Linjuan Wu Ruiqi Zhang Xinze Lyu Ye Guo Daoxin Zhang Zhe Xu Yao Hu Yixin Cao Yongliang Shen 0001 Weiming Lu 0001 Beyond Literal Translation: Evaluating Cultural Effectiveness in Social Media UGC. 2026 May abs/2605.25626 CoRR https://doi.org/10.48550/arXiv.2605.25626 db/journals/corr/corr2605.html#abs-2605-25626 streams/journals/corr

Xing Yue Linjuan Wu Daoxin Zhang Yongliang Shen 0001 Weiming Lu 0001 Beyond Rubrics: Exploration-Guided Evaluation Skills for Reward Modeling. 2026 June abs/2606.07040 CoRR https://doi.org/10.48550/arXiv.2606.07040 db/journals/corr/corr2606.html#abs-2606-07040 streams/journals/corr

Jiacheng Ruan Wenzhen Yuan 0002 Xiqi Gao 0001 Ye Guo Daoxin Zhang Zhe Xu Yao Hu 0002 Ting Liu 0016 Yuzhuo Fu VLRMBench: A Comprehensive and Challenging Benchmark for Vision-Language Reward Models. 2025 ICCV 3163-3173 conf/iccv/2025 https://doi.org/10.1109/ICCV51701.2025.00303 db/conf/iccv/iccv2025.html#RuanYGGZXHLF25 streams/conf/iccv

Jiacheng Ruan Wenzhen Yuan 0002 Xian Gao Ye Guo Daoxin Zhang Zhe Xu Yao Hu 0002 Ting Liu 0016 Yuzhuo Fu VLRMBench: A Comprehensive and Challenging Benchmark for Vision-Language Reward Models. 2025 March abs/2503.07478 CoRR https://doi.org/10.48550/arXiv.2503.07478 db/journals/corr/corr2503.html#abs-2503-07478 streams/journals/corr

Miao Wang Daoxin Zhang The Semantic Logicality of Terminology Formation in Chinese Industry. 141-153 2024 CLSW (1) https://doi.org/10.1007/978-981-96-3509-2_11 conf/clsw/2024-1 db/conf/clsw/clsw2024-1.html#WangZ24a streams/conf/clsw Xianghui Zhu Mengqun Jin Hengyu Zhang 0001 Chang Meng Daoxin Zhang Xiu Li 0001 Modeling Domains as Distributions with Uncertainty for Cross-Domain Recommendation. 2024 SIGIR https://doi.org/10.1145/3626772.3657930 conf/sigir/2024 db/conf/sigir/sigir2024.html#ZhuJZMZ024 2517-2521

Chuan Zhang Daoxin Zhang Ruixiu Zhang Jiawei Li Jianke Zhu Bridging the Emotional Semantic Gap via Multimodal Relevance Estimation. 2023 abs/2302.01555 CoRR https://doi.org/10.48550/arXiv.2302.01555 db/journals/corr/corr2302.html#abs-2302-01555

Tun Zhu Daoxin Zhang Yao Hu 0002 Tianran Wang Xiaolong Jiang Jianke Zhu Jiawei Li Horizontal-to-Vertical Video Conversion. 3036-3048 2022 24 IEEE Trans. Multim. https://doi.org/10.1109/TMM.2021.3092202 db/journals/tmm/tmm24.html#ZhuZHWJZL22

Hao Fang Daoxin Zhang Yi Zhang Minghao Chen 0001 Jiawei Li Yao Hu 0002 Deng Cai 0001 Xiaofei He 0001 Salient Object Ranking with Position-Preserved Attention. 16311-16321 2021 ICCV https://doi.org/10.1109/ICCV48922.2021.01602 conf/iccv/2021 db/conf/iccv/iccv2021.html#FangZZ0LH0021

Tun Zhu Daoxin Zhang Tianran Wang Xiaolong Jiang Jiawei Li Yao Hu 0002 Jianke Zhu Horizontal-to-Vertical Video Conversion. 2021 abs/2101.04051 CoRR https://arxiv.org/abs/2101.04051 db/journals/corr/corr2101.html#abs-2101-04051

Hao Fang Daoxin Zhang Yi Zhang Minghao Chen 0001 Jiawei Li Yao Hu 0002 Deng Cai 0001 Xiaofei He 0001 Salient Object Ranking with Position-Preserved Attention. 2021 abs/2106.05047 CoRR https://arxiv.org/abs/2106.05047 db/journals/corr/corr2106.html#abs-2106-05047

Xiongwei Wu Doyen Sahoo Daoxin Zhang Jianke Zhu Steven C. H. Hoi Single-shot bidirectional pyramid networks for high-quality object detection. 1-9 2020 401 Neurocomputing https://doi.org/10.1016/j.neucom.2020.02.116 db/journals/ijon/ijon401.html#WuSZZH20

Xiongwei Wu Daoxin Zhang Jianke Zhu Steven C. H. Hoi Single-Shot Bidirectional Pyramid Networks for High-Quality Object Detection. 2018 abs/1803.08208 CoRR http://arxiv.org/abs/1803.08208 db/journals/corr/corr1803.html#abs-1803-08208

Deng Cai 0001 Yixin Cao Cheng Chen Minghao Chen 0001 Hao Fang Yuzhuo Fu Xian Gao Xiqi Gao 0001 Ye Guo Xiaofei He 0001 Steven C. H. Hoi Yao Hu Yao Hu 0002 Xiaolong Jiang Mengqun Jin Jiawei Li Ruoqi Li Xiu Li 0001 Hengwei Liu Ting Liu 0016 Yizhou Liu Weiming Lu 0001 Qingqing Lyu Xinze Lyu Haoyuan Ma Jin Ma Chang Meng Yiwen Qiu Jiacheng Ruan Doyen Sahoo Yongliang Shen 0001 Xu Tan 0003 Miao Wang Tianran Wang Linjuan Wu Xiongwei Wu Yi Wu Jun Xiao 0001 Zhe Xu Yuchen Yan Xincheng Yao Wenzhen Yuan 0002 Xing Yue Chongyang Zhang Chuan Zhang Hengyu Zhang 0001 Ruiqi Zhang Ruixiu Zhang Wenqi Zhang 0001 Yi Zhang Yin Zhang 0006 Jianke Zhu Tun Zhu Xianghui Zhu