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• Efficient Hallucination Detection: Adaptive Bayesian Estimation of Semantic Entropy with Guided Semantic Exploration

  Qiyao Sun, Xingming Li, Xixiang He, Ao Cheng, Xuanyu Ji, Hailun Lu, Runke Huang, Qingyong Hu

  33117-33125

  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

• Exposing the Cracks: Vulnerabilities of Retrieval-Augmented LLM-based Machine Translation

  Yanming Sun, Runzhe Zhan, Chi Seng Cheang, Han Wu, Xuebo Liu, Yuyao Niu, Fengying Ye, Kaixin Lan, Lidia S. Chao, Derek F. Wong

  33135-33143

  2026-03-14

• Well Begun, Half Done: Reinforcement Learning with Prefix Optimization for LLM Reasoning

  Yiliu Sun, Zicheng Zhao, Yang Wei, Yanfang Zhang, Chen Gong

  33144-33152

  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 Value-based Process Verifier via Low-Cost Variance Reduction

  Zetian Sun, Dongfang Li, Baotian Hu, Min Zhang

  33162-33170

  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

• PRGB Benchmark: A Robust Placeholder-Assisted Algorithm for Benchmarking Retrieval-Augmented Generation

  Zhehao Tan, Yihan Jiao, Dan Yang, Junwei Liu, Lei Liu, Jie Feng, Duolin Sun, Yue Shen, Jian Wang, Peng Wei, Jinjie Gu

  33179-33186

  2026-03-14

• RAG-R1:Incentivizing the Search and Reasoning Capabilities of LLMs Through Multi-Query Parallelism

  Zhiwen Tan, Jiaming Huang, Qintong Wu, Hongxuan Zhang, Chenyi Zhuang, Jinjie Gu

  33187-33195

  2026-03-14

• Efficient Transcoder Adaptation for Fine-Tuned Models: Revealing Medical Reasoning Mechanisms in Large Language Models

  Zhouxing Tan, Hanlin Xue, Yulong Wan, Ruochong Xiong, Xu Chu, Xiang Li, Junfei Liu

  33196-33204

  2026-03-14

• ARQUSUMM: Argument-aware Quantitative Summarization of Online Conversations

  An Quang Tang, Xiuzhen Zhang, Minh Ngoc Dinh, Zhuang Li

  33205-33213

  2026-03-14

• GUI-G²: Gaussian Reward Modeling for GUI Grounding

  Fei Tang, Zhangxuan Gu, Zhengxi Lu, Xuyang Liu, Shuheng Shen, Changhua Meng, Wen Wang, Wenqi Zhang, Yongliang Shen, Weiming Lu, Jun Xiao, Yueting Zhuang

  33214-33222

  2026-03-14

• SafetyReminder: Reviving Delayed Safety Awareness of Vision-Language Models to Defend Against Jailbreak Attacks

  Peiyuan Tang, Haojie Xin, Xiaodong Zhang, Jun Sun, Qin Xia, Zijiang James Yang

  33223-33231

  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

• 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

• PocketLLM: Ultimate Compression of Large Language Models via Meta Networks

  Ye Tian, Chengcheng Wang, Jing Han, Yehui Tang, Kai Han

  33250-33258

  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

• PRIME: Planning and Retrieval-Integrated Memory for Enhanced Reasoning

  Hieu Tran, Zonghai Yao, Nguyen Luong Tran, Zhichao Yang, Feiyun Ouyang, Shuo Han, Razieh Rahimi, Hong Yu

  33268-33276

  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

• Listen like a Teacher: Mitigating Whisper Hallucinations Using Adaptive Layer Attention and Knowledge Distillation

  Kumud Tripathi, Aditya Srinivas Menon, Aman Gaurav, Raj Prakash Gohil, Pankaj Wasnik

  33287-33295

  2026-03-14

• CharBench: Evaluating the Role of Tokenization in Character-Level Tasks

  Omri Uzan, Yuval Pinter

  33296-33304

  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

• Mitigating Content Effects on Reasoning in Language Models Through Fine-Grained Activation Steering

  Marco Valentino, Geonhee Kim, Dhairya Dalal, Zhixue Zhao, André Freitas

  33314-33322

  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

• MCW-KD: Multi-Cost Wasserstein Knowledge Distillation for Large Language Models

  Hoang Tran Vuong, Tue Le, Quyen Tran, Linh Ngo Van, Trung Le

  33332-33340

  2026-03-14