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• Rectify Evaluation Preference: Improving LLMs’ Critique on Math Reasoning via Perplexity-aware Reinforcement Learning

  Changyuan Tian, Zhicong Lu, Shuang Qian, Nayu Liu, Peiguang Li, Li Jin, Leiyi Hu, Zhizhao Zeng, Sirui Wang, Ke Zeng, Guozhi Cas

  33241-33249

  2026-03-14

• KeepKV: Achieving Periodic Lossless KV Cache Compression for Efficient LLM Inference

  Yuxuan Tian, Zihan Wang, Yebo Peng, Aomufei Yuan, Zhiming Wang, Bairen Yi, Xin Liu, Yong Cui, Tong Yang

  33259-33267

  2026-03-14

• Reasoning Transfer for an Extremely Low-Resource and Endangered Language: Bridging Languages Through Sample-Efficient Language Understanding

  Khanh-Tung Tran, Barry O'Sullivan, Hoang D. Nguyen

  33277-33286

  2026-03-14

• Incoherence as Oracle-less Measure of Error in LLM-Based Code Generation

  Thomas Jean-Michel Valentin, Ardi Madadi, Gaetano Sapia, Marcel Böhme

  33305-33313

  2026-03-14

• PRAGWORLD: A Benchmark Evaluating LLMs’ Local World Model Under Minimal Linguistic Alterations and Conversational Dynamics

  Sachin Vashistha, Aryan Bibhuti, Atharva Naik, Martin Tutek, Somak Aditya

  33323-33331

  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

• SRACG: A Code Generation Framework with Selective Retrieval Augmentation

  Mengzhen Wang, Shukai Ma, Songwen Gong, Jiexin Wang, Ruolin Chen, Liuwen Cao, Yi Cai

  33584-33592

  2026-03-14

• ALEX:A Light Editing-knowledge Extractor

  Minghu Wang, ShuLiang Zhao, Yuanyuan Zhao, Hongxia Xu

  33602-33610

  2026-03-14

• Beyond Accuracy: A Cognitive Load Framework for Mapping the Capability Boundaries of Tool-use Agents

  Qihao Wang, Yue Hu, Mingzhe Lu, Jiayue Wu, Yanbing Liu, Yuanmin Tang

  33611-33619

  2026-03-14

• Eliciting Chain-of-Thought in Base LLMs via Gradient-Based Representation Optimization

  Zijian Wang, Yanxiang Ma, Chang Xu

  33782-33790

  2026-03-14

• SheetBrain: A Neuro-Symbolic Agent for Accurate Reasoning over Complex and Large Spreadsheets

  Ziwei Wang, Jiayuan Su, Mengyu Zhou, Huaxing Zeng, Mengni Jia, Xiao Lv, Haoyu Dong, Xiaojun Ma, Shi Han, Dongmei Zhang

  33800-33808

  2026-03-14

• AutoLink: Autonomous Schema Exploration and Expansion for Scalable Schema Linking in Text-to-SQL at Scale

  Ziyang Wang, Yuanlei Zheng, Zhenbiao Cao, Xiaojin Zhang, Zhongyu Wei, Pei Fu, Zhenbo Luo, Wei Chen, Xiang Bai

  33809-33817

  2026-03-14

• Beyond ReAct: A Planner-Centric Framework for Complex Tool-Augmented LLM Reasoning

  Xiaolong Wei, Yuehu Dong, Xingliang Wang, Xingyu Zhang, Zhejun Zhao, Dongdong Shen, Long Xia, Dawei Yin

  33845-33853

  2026-03-14

• Mixture-of-Trees: Learning to Select and Weigh Reasoning Paths for Efficient LLM Inference

  Yangbo Wei, Zhen Huang, Shaoqiang Lu, Junhong Qian, Dongge Qin, Ting Jung Lin, WEI W. XING, Chen Wu, Lei He

  33854-33862

  2026-03-14

• Introducing Visual Scenes and Reasoning: A More Realistic Benchmark for Spoken Language Understanding

  Di Wu, Liting Jiang, Ruiyu Fang, Bianjing , Hongyan Xie, Haoxiang Su, Hao Huang, Zhongjiang He, Shuangyong Song, Xuelong Li

  33899-33907

  2026-03-14

• ReCode: Updating Code API Knowledge with Reinforcement Learning

  Haoze Wu, Yunzhi Yao, Wenhao Yu, Ningyu Zhang

  33908-33916

  2026-03-14

• LAMDAS: LLM as an Implicit Classifier for Domain-specific Data Selection

  Jian Wu, Hang Yu, Bingchang Liu, Yang Wenjie, Peng Di, Jianguo Li, Yue Zhang

  33917-33925

  2026-03-14

• KALL-E: Autoregressive Speech Synthesis with Next-Distribution Prediction

  Kangxiang Xia, Xinfa Zhu, Jixun Yao, Wenjie Tian, Wenhao Li, Lei Xie

  34016-34024

  2026-03-14

• CroPS: Improving Dense Retrieval with Cross-Perspective Positive Samples in Short-Video Search

  Ao Xie, Jiahui Chen, Quanzhi Zhu, Xiaoze Jiang, Zhiheng Qin, Enyun Yu, Han Li

  34061-34069

  2026-03-14

• OPLoRA: Orthogonal Projection LoRA Prevents Catastrophic Forgetting During Parameter-Efficient Fine-Tuning

  Yifeng Xiong, Xiaohui Xie

  34088-34096

  2026-03-14

• Multi-Value Alignment for LLMs via Value Decorrelation and Extrapolation

  Hefei Xu, Le Wu, Chen Cheng, Hao Liu

  34133-34141

  2026-03-14

• From Imitation to Discrimination: Toward a Generalized Curriculum Advantage Mechanism Enhancing Cross-Domain Reasoning Tasks

  Changpeng Yang, Jinyang Wu, Yuchen Liu, Shuai Zhang, Yang Li, Qiliang Liang, Hongzhen Wang, Shuai Nie, Jiaming Xu, Runyu Shi, Ying Huang, Guoquan Zhang

  34214-34222

  2026-03-14

• Decoupling Knowledge and Reasoning in LLMs: An Exploration Using Cognitive Dual-System Theory

  Mutian Yang, Jiandong Gao, Ji Wu

  34268-34276

  2026-03-14

• OncoCoT: A Temporal-causal Chain-of-Thought Dataset for Oncologic Decision-Making

  Peiru Yang, Yudong Li, Shiting Wang, Xinyi Liu, Haotian Gan, Xintian Li, Qingyu Gao, Yongfeng Huang

  34277-34285

  2026-03-14

• HyCoRA: Hyper-Contrastive Role-Adaptive Learning for Role-Playing

  Shihao Yang, Zhicong Lu, Yong Yang, Bo Lv, Yang Shen, Nayu Liu

  34304-34312

  2026-03-14