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• Safe RAG by RAG: Untying the Bell That RAG Rang with the RAG Hand

  Xun Liang, Mengwei Wang, Yuefeng Ma, Simin Niu

  31925-31933

  2026-03-14

• RPM-MCTS: Knowledge-Retrieval as Process Reward Model with Monte Carlo Tree Search for Code Generation

  Yuanyuan Lin, Xiangyu Ouyang, Teng Zhang, Kaixin Sui

  32042-32050

  2026-03-14

• Is Your (Reasoning) Multimodal Language Model Vulnerable Toward Distractions?

  Ming Liu, Hao Chen, Jindong Wang, Liwen Wang, Jingchen Sun, Wensheng Zhang

  32087-32095

  2026-03-14

• URPO: A Unified Reward & Policy Optimization Framework for Large Language Models

  Songshuo Lu, Hua Wang, Zhi Chen, Yaohua Tang

  32329-32337

  2026-03-14

• DomainCQA: Crafting Knowledge-Intensive QA from Domain-Specific Charts

  Yujing Lu, Ling Zhong, Jing Yang, Weiming Li, Peng Wei, Yongheng Wang, Manni Duan, Qing Zhang

  32347-32355

  2026-03-14

• Better Datasets Start from RefineLab: Automatic Optimization for High-Quality Dataset Refinement

  Xiaonan Luo, Yue Huang, Ping He, Xiangliang Zhang

  32374-32382

  2026-03-14

• SPARE: Single-Pass Annotation with Reference-Guided Evaluation for Automatic Process Supervision and Reward Modelling

  Md Imbesat Hassan Rizvi, Xiaodan Zhu, Iryna Gurevych

  32808-32816

  2026-03-14

• Bonsai: Interpretable Tree-Adaptive Grounded Reasoning

  Kate Sanders, Benjamin Van Durme

  32884-32892

  2026-03-14

• From Chaos to Cure: A Prefix Heuristics Guided Model-Agnostic Adaptive Detoxification Framework

  Yuhu Shang, Xiang Cheng, Yimeng Ren, Huijia Wu, Xuexiong Luo, Kangkang Lu, Jian Zhao, Zhaofeng He

  32902-32910

  2026-03-14

• From Solver to Tutor: Evaluating the Pedagogical Intelligence of LLMs with KMP-Bench

  Weikang Shi, Houxing Ren, Junting Pan, Aojun Zhou, Ke Wang, Zimu Lu, Yunqiao Yang, Yuxuan Hu, Linda Wei, Mingjie Zhan, Hongsheng Li

  32965-32973

  2026-03-14

• CO-Bench: Benchmarking Language Model Agents in Algorithm Search for Combinatorial Optimization

  Weiwei Sun, Shengyu Feng, Shanda Li, Yiming Yang

  33126-33134

  2026-03-14

• Put the Space of LoRA Initialization to the Extreme to Preserve Pre-trained Knowledge

  Pengwei Tang, Xiaolin Hu, Yong Liu, Lizhong Ding, Dongjie Zhang, Xing Wu, Debing Zhang

  33232-33240

  2026-03-14

• Deep Research Arena: The First Exam of LLMs’ Research Abilities via Seminar-Grounded Tasks

  Haiyuan Wan, Chen Yang, Junchi Yu, Meiqi Tu, Jiaxuan Lu, Di Yu, Jianbao Cao, Ben Gao, Jiaqing Xie, Aoran Wang, Wenlong Zhang, Philip Torr, Dongzhan Zhou

  33341-33349

  2026-03-14

• UniCUE: Unified Recognition and Generation Framework for Chinese Cued Speech Video-to-Speech Generation

  Jinting Wang, Shan Yang, Chenxing Li, Dong Yu, Li Liu

  33548-33556

  2026-03-14

• REFO: Reinforced Evolutionary Faithfulness Optimization for Large Language Models

  Yi Wang, Xiaqiang Tang, Keyu Hu, Haojie Lu, Sihong Xie

  33701-33709

  2026-03-14

• AStar: Boosting Multimodal Reasoning with Automated Structured Thinking

  Jinyang Wu, Mingkuan Feng, Guocheng Zhai, Shuai Zhang, Zheng Lian, Fangrui Lv, Pengpeng Shao, Ruihan Jin, Zhengqi Wen, Jianhua Tao

  33926-33934

  2026-03-14

• RLKD: Distilling LLMs’ Reasoning via Reinforcement Learning

  Shicheng Xu, Liang Pang, Yunchang Zhu, Jia Gu, Zihao Wei, Jingcheng Deng, Feiyang Pan, Huawei Shen, Xueqi Cheng

  34151-34159

  2026-03-14

• PrivSV: Differentially Private Steering Vector for Large Language Models

  Haocheng Yang, Xiang Cheng, Chenhao Sun, Pengfei Zhang, Sen Su

  34241-34249

  2026-03-14

• AsFT: Anchoring Safety During LLM Fine-Tuning Within Narrow Safety Basin

  Shuo Yang, Qihui Zhang, Yuyang Liu, Yue Huang, Xiaojun Jia, Kun-Peng Ning, Jia-Yu Yao, Jigang Wang, Dai Hailiang, Yibing Song, Li Yuan

  34322-34330

  2026-03-14

• Prune4Web: DOM Tree Pruning Programming for Web Agent

  Jiayuan Zhang, Kaiquan Chen, Zhihao Lu, Enshen Zhou, Qian Yu, Jing Zhang

  34710-34718

  2026-03-14

• LLM-CAS: Dynamic Neuron Perturbation for Real-Time Hallucination Correction

  Jusheng Zhang, Ningyuan Liu, Yijia Fan, Zihao Huang, Qinglin Zeng, Kaitong Cai, Jian Wang, Keze Wang

  34746-34754

  2026-03-14

• The Avengers: A Routing Recipe for Collective Intelligence in Language Models

  Yiqun Zhang, Hao Li, Chenxu Wang, Linyao Chen, Qiaosheng Zhang, Peng Ye, Shi Feng, Xinrun Wang, Jia Xu, Lei Bai, Shuyue Hu

  34870-34878

  2026-03-14

• TASE: Token Awareness and Structured Evaluation for Multilingual Language Models

  Chenzhuo Zhao, Xinda Wang, Yue Huang, Junting Lu, Ziqian Liu

  34915-34922

  2026-03-14

• Beyond Step Pruning: Information Theory Based Step-level Optimization for Self-Refining Large Language Models

  Jinman Zhao, Erxue Min, Hui Wu, Ziheng Li, Zexu Sun, Hengyi Cai, Shuaiqiang Wang, Xu Chen, Gerald Penn

  34941-34949

  2026-03-14

• Evaluating, Synthesizing, and Enhancing for Customer Support Conversation

  Jie Zhu, Huaixia Dou, Junhui Li, Lifan Guo, Feng Chen, Chi Zhang, Fang Kong

  35185-35194

  2026-03-14