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• 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

• Reflect Then Learn: Active Prompting for Information Extraction Guided by Introspective Confusion

  Dong Zhao, Yadong Wang, Xiang Chen, Chenxi Wang, Hongliang Dai, Chuanxing Geng, Shengzhong Zhang, Shao-Yuan Li, Sheng-Jun Huang

  34923-34931

  2026-03-14

• GenPRM: Scaling Test-Time Compute of Process Reward Models via Generative Reasoning

  Jian Zhao, Runze Liu, Kaiyan Zhang, Zhimu Zhou, Junqi Gao, Dong Li, Jiafei Lyu, Zhouyi Qian, Biqing Qi, Xiu Li, Bowen Zhou

  34932-34940

  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

• SABER: Switchable and Balanced Training for Efficient LLM Reasoning

  Kai Zhao, Yanjun Zhao, Jiaming Song, Shien He, Lusheng Zhang, Qiang Zhang, Tianjiao Li

  34950-34958

  2026-03-14

• Making Every Head Count: Sparse Attention Without the Speed-Performance Trade-off

  Mingkuan Zhao, Wentao Hu, Jiayin Wang, Xin Lai, Tianchen Huang, Yuheng Min, Rui Yan, Xiaoyan Zhu

  34959-34967

  2026-03-14

• MMRAG-RFT: Two-stage Reinforcement Fine-tuning for Explainable Multi-modal Retrieval-augmented Generation

  Shengwei Zhao, Jingwen Yao, Sitong Wei, Linhai Xu, Yuying Liu, Dong Zhang, Zhiqiang Tian, Shaoyi Du

  34968-34975

  2026-03-14

• Trade-offs in Large Reasoning Models: An Empirical Analysis of Deliberative and Adaptive Reasoning over Foundational Capabilities

  Weixiang Zhao, Xingyu Sui, Jiahe Guo, Yulin Hu, Yang Deng, Yanyan Zhao, Xuda Zhi, Yongbo Huang, Hao He, Wanxiang Che, Ting Liu, Bing Qin

  34976-34984

  2026-03-14

• AgentCDM: Enhancing Multi-Agent Collaborative Decision-Making via ACH-Inspired Structured Reasoning

  Xuyang Zhao, Shiwan Zhao, Hualong Yu, Liting Zhang, Qicheng Li

  34985-34993

  2026-03-14

• LaF-GRPO: In-Situ Navigation Instruction Generation for the Visually Impaired via GRPO with LLM-as-Follower Reward

  Yi Zhao, Siqi Wang, Jing Li

  34994-35002

  2026-03-14

• Don’t Start Over: A Cost-Effective Framework for Migrating Personalized Prompts Between LLMs

  Ziyi Zhao, Chongming Gao, Yang Zhang, Haoyan Liu, Weinan Gan, Huifeng Guo, Yong Liu, Fuli Feng

  35003-35011

  2026-03-14

• Rethinking the Reliability of Multi-agent System: A Perspective from Byzantine Fault Tolerance

  Lifan Zheng, Jiawei Chen, Qinghong Yin, Jingyuan Zhang, Xinyi Zeng, Yu Tian

  35012-35020

  2026-03-14

• Say More with Less: Variable-Frame-Rate Speech Tokenization via Adaptive Clustering and Implicit Duration Coding

  Rui-Chen Zheng, Wenrui Liu, Hui-Peng Du, Qinglin Zhang, Chong Deng, Qian Chen, Wen Wang, Yang Ai, Zhen-Hua Ling

  35021-35029

  2026-03-14

• M3UCD: A Multi-task Multimodal Metaphor Understanding Challenge Dataset for LLMs

  Tianlong Zheng, Yating Yang, Rui Dong, Bo Ma, Lei Wang, Xi Zhou, Siru Miao, Turghun Osman

  35030-35040

  2026-03-14

• Navigating Through Paper Flood: Advancing LLM-Based Paper Evaluation Through Domain-Aware Retrieval and Latent Reasoning

  Wuqiang Zheng, Yiyan Xu, Xinyu Lin, Chongming Gao, Wenjie Wang, Fuli Feng

  35041-35049

  2026-03-14

• Graph-augmented and Over-smoothing-resistant Contrastive Clustering for Short Text

  Zijian Zheng, Tao Ai, Yonghe Lu

  35050-35058

  2026-03-14

• Compress-then-Rank: Faster and Better Listwise Reranking with Large Language Models via Ranking-Aware Passage Compression

  Zhewei Zhi, Yingyi Zhang, Yizhen Jing, Xianneng Li, Jianing Liu, Huajie Liu, Yongliang Ding

  35059-35067

  2026-03-14

• Learning from Guidelines: Structured Prompt Optimization for Expert Annotation Tasks

  Wenliang Zhong, Haiqing Li, Thao M. Dang, Feng Jiang, Hehuan Ma, Yuzhi Guo, Jean Gao, Junzhou Huang

  35068-35075

  2026-03-14

• P2S: Probabilistic Process Supervision for General-Domain Reasoning Question Answering

  Wenlin Zhong, Chengyuan Liu, Yiquan Wu, Bovin Tan, Changlong Sun, Yi Wang, Xiaozhong Liu, Kun Kuang

  35076-35084

  2026-03-14

• Lost in Benchmarks? Rethinking Large Language Model Benchmarking with Item Response Theory

  Hongli Zhou, Hui Huang, Ziqing Zhao, Lvyuan Han, Huicheng Wang, Kehai Chen, Muyun Yang, Wei Bao, Jian Dong, Bing Xu, Conghui Zhu, Hailong Cao, Tiejun Zhao

  35085-35093

  2026-03-14

• HyperGLLM: An Efficient Framework for Endpoint Threat Detection via Hypergraph-Enhanced Large Language Models

  Hongyi Zhou, Jianfeng Pan, Min Peng, Shaomang Huang, Hanzhong Zheng

  35094-35102

  2026-03-14

• LLM Collaborative Filtering: User-Item Graph as New Language

  Huachi Zhou, Yujing Zhang, Hao Chen, Qinggang Zhang, Qijie Shen, Feiran Huang, Xiao Huang

  35103-35111

  2026-03-14

• DIFFA: Large Language Diffusion Models Can Listen and Understand

  Jiaming Zhou, Hongjie Chen, Shiwan Zhao, Jian Kang, Jie Li, Enzhi Wang, Yujie Guo, Haoqin Sun, Hui Wang, Aobo Kong, Yong Qin, Xuelong Li

  35112-35120

  2026-03-14

• STaR: Sensitive Trajectory Regulation for Unlearning in Large Reasoning Models

  Jingjing Zhou, Gaoxiang Cong, Li Su, Liang Li

  35121-35129

  2026-03-14

• What to Ask Next? Probing the Imaginative Reasoning of LLMs with TurtleSoup Puzzles

  Mengtao Zhou, Sifan Wu, Huan Zhang, Qi Sima, Bang Liu

  35130-35138

  2026-03-14