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• WenetSpeech-Yue: A Large-Scale Cantonese Speech Corpus with Multi-dimensional Annotation

  Longhao Li, Zhao Guo, Hongjie Chen, Yuhang Dai, Ziyu Zhang, Hongfei Xue, Tianlun Zuo, Chengyou Wang, Shuiyuan Wang, Xin Xu, Hui Bu, Jie Li, Jian Kang, Binbin Zhang, Ruibin Yuan, Ziya Zhou, Wei Xue, Lei Xie

  31627-31635

  2026-03-14

• RecToM: A Benchmark for Evaluating Machine Theory of Mind in LLM-based Conversational Recommender Systems

  Mengfan Li, Xuanhua Shi, Yang Deng

  31636-31644

  2026-03-14

• VerifyBench: A Systematic Benchmark for Evaluating Reasoning Verifiers Across Domains

  Xuzhao Li, Xuchen Li, Shiyu Hu, Yongzhen Guo, Wentao Zhang

  31796-31804

  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

• Easy for Children, Hard for AI: The Limits of Multimodal LLMs in Early Childhood Learning

  Jingping Liu, Xueyan Wu, Hanxuan Chen, Ziyan Liu, Zhangquan Chen, Ronghao Chen, Huacan Wang

  32078-32086

  2026-03-14

• LongLLaDA: Unlocking Long Context Capabilities in Diffusion LLMs

  Xiaoran Liu, Yuerong Song, Zhigeng Liu, Zengfeng Huang, Qipeng Guo, Ziwei He, Xipeng Qiu

  32186-32194

  2026-03-14

• ParaMETA: Towards Learning Disentangled Paralinguistic Speaking Styles Representations from Speech

  Haowei Lou, Hye-young Paik, Wen Hu, Lina Yao

  32311-32319

  2026-03-14

• RefRea: Reference-Guided Reasoning with Meta-Cognition for Accurate Language Model Agents

  Yuxiang Mai, Qiyue Yin, Wancheng Ni, Jianwei Guo, Xiaogang Ouyang, Pei Xu, Kaiqi Huang

  32465-32473

  2026-03-14

• BhashaKritika: Building Synthetic Pretraining Data at Scale for Indic Languages

  Guduru Manoj, Neel Prabhanjan Rachamalla, Ashish Kulkarni, Gautam Rajeev, Jay Piplodiya, Arul Menezes, Shaharukh Khan, Souvik Rana, Manya Sah, Chandra Khatri, Shubham Agarwal

  32483-32491

  2026-03-14

• QuanTaxo: A Quantum Approach to Self-Supervised Taxonomy Expansion

  Sahil Mishra, Avi Patni, Niladri Chatterjee, Tanmoy Chakraborty

  32501-32509

  2026-03-14

• SERL: Self-Examining Reinforcement Learning on Open-Domain

  Weixuan Ou, Yanzhao Zheng, Shuoshuo Sun, Wei Zhang, Baohua Dong, Hangcheng Zhu, Ruohui Huang, Gang Yu, Pengwei Yan, Yifan Qiao

  32619-32627

  2026-03-14

• DSCodeBench: A Realistic Benchmark for Data Science Code Generation

  Shuyin Ouyang, Dong HUANG, Jingwen Guo, Zeyu Sun, Qihao Zhu, Jie M. Zhang

  32628-32636

  2026-03-14

• Bias Association Discovery Framework for Open-Ended LLM Generations

  Jinhao Pan, Chahat Raj, Ziwei Zhu

  32637-32645

  2026-03-14

• WALKSAFE: Risk-aware Graph Random Walk with Bi-GRPO for LLM Safety

  Shilong Pan, Zhiliang Tian, Wanlong Yu, Zhen Huang, Qingyu Qiu, Zihan Chen, Zhonghao Sun, Minlie Huang, Dongsheng Li

  32655-32663

  2026-03-14

• FineRef: Fine-Grained Error Reflection and Correction for Long-Form Generation with Citations

  Yixing Peng, Licheng Zhang, Shancheng Fang, Yi Liu, Peijian Gu, Quan Wang

  32692-32700

  2026-03-14

• A Text-Routed Sparse Mixture-of-Experts Model with Explanation and Temporal Alignment for Multi-Modal Sentiment Analysis

  Dongning Rao, Yunbiao Zeng, Zhihua Jiang, Jujian Lv

  32799-32807

  2026-03-14

• AntiDote: Bi-level Adversarial Training for Tamper-Resistant LLMs

  Debdeep Sanyal, Manodeep Ray, Murari Mandal

  32893-32901

  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

• Fine-Tuned LLMs Know They Don’t Know: A Parameter-Efficient Approach to Recovering Honesty

  Zeyu Shi, Ziming Wang, Tianyu Chen, Shiqi Gao, Haoyi Zhou, Qingyun Sun, Jianxin Li

  32983-32991

  2026-03-14

• Causal Reward Adjustment: Mitigating Reward Hacking in External Reasoning via Backdoor Correction

  Ruike Song, Zeen Song, Huijie Guo, Wenwen Qiang

  33019-33027

  2026-03-14

• CP-Router: An Uncertainty-Aware Router Between LLM and LRM

  Jiayuan Su, Fulin Lin, Zhaopeng Feng, Han Zheng, Teng Wang, Zhenyu Xiao, Xinlong Zhao, Zuozhu Liu, Lu Cheng, Hongwei Wang

  33065-33073

  2026-03-14

• Bridging the Language Gap: Uncovering and Aligning Shared Circuits for Multi-Hop Reasoning in Multilingual LLMs

  Chenghao Sun, Zhen Huang, Yonggang Zhang, Xinmei Tian, Xu Shen, Jieping Ye

  33091-33099

  2026-03-14

• CGMIS: Concept-Graph Based Multi-Hop Instructions Synthesis for Enhancing Long-Context Reasoning

  Zechen Sun, Zecheng Tang, Juntao Li, Wenpeng Hu, Wenliang Chen, Zhunchen Luo, Qiaoming Zhu

  33153-33161

  2026-03-14

• Improving the Accuracy of Dense Retrieval on the Quantized Indexes via Gradient Optimization of the Target Embeddings

  Cong Tan, Yongqi Shao, Hong Huo, Tao Fang

  33171-33178

  2026-03-14