Hong kyu Lee, Ruixuan Liu, Li Xiong Direct Token Optimization: A Self-contained Approach to Large Language Model Unlearning https://arxiv.org/abs/2510.00125

Kimihiro Hasegawa, Wiradee Imrattanatrai, Masaki Asada, Ken Fukuda, Teruko Mitamura TAMA: Tool-Augmented Multimodal Agent for Procedural Activity Understanding https://arxiv.org/abs/2510.00161

Amirhossein Abaskohi, Tianyi Chen, Miguel Mu\~noz-M\'armol, Curtis Fox, Amrutha Varshini Ramesh, \'Etienne Marcotte, Xing Han L\`u, Nicolas Chapados, Spandana Gella, Christopher Pal, ... DRBench: A Realistic Benchmark for Enterprise Deep Research https://arxiv.org/abs/2510.00172

Rik Koncel-Kedziorski, Brihi Joshi, Tim Paek PrimeX: A Dataset of Worldview, Opinion, and Explanation https://arxiv.org/abs/2510.00174

Shuyue Stella Li, Avinandan Bose, Faeze Brahman, Simon Shaolei Du, Pang Wei Koh, Maryam Fazel, Yulia Tsvetkov Personalized Reasoning: Just-In-Time Personalization and Why LLMs Fail At It https://arxiv.org/abs/2510.00177

Xin Xu, Xunzhi He, Churan Zhi, Ruizhe Chen, Julian McAuley, Zexue He BiasFreeBench: a Benchmark for Mitigating Bias in Large Language Model Responses https://arxiv.org/abs/2510.00232

Monishwaran Maheswaran, Marco Carini, Christian Federmann, Tony Diaz TASER: Translation Assessment via Systematic Evaluation and Reasoning https://arxiv.org/abs/2510.00255

Xiaoyu Song, William Han, Tony Chen, Chaojing Duan, Michael A. Rosenberg, Emerson Liu, Ding Zhao Retrieval-Augmented Generation for Electrocardiogram-Language Models https://arxiv.org/abs/2510.00261

Zhuohang Li, Xiaowei Li, Chengyu Huang, Guowang Li, Katayoon Goshvadi, Bo Dai, Dale Schuurmans, Paul Zhou, Hamid Palangi, Yiwen Song, Palash Goyal, Murat Kantarcioglu, ... Judging with Confidence: Calibrating Autoraters to Preference Distributions https://arxiv.org/abs/2510.00263

Zhexiong Liu, Diane Litman Efficient Layer-wise LLM Fine-tuning for Revision Intention Prediction https://arxiv.org/abs/2510.00268

Joe Barrow, Raj Patel, Misha Kharkovski, Ben Davies, Ryan Schmitt SafePassage: High-Fidelity Information Extraction with Black Box LLMs https://arxiv.org/abs/2510.00276

Ruochen Li, Jun Li, Bailiang Jian, Kun Yuan, Youxiang Zhu ReEvalMed: Rethinking Medical Report Evaluation by Aligning Metrics with Real-World Clinical Judgment https://arxiv.org/abs/2510.00280

\v{L}ubo\v{s} Kri\v{s}, Jaroslav Kop\v{c}an, Qiwei Peng, Andrej Ridzik, Marcel Vesel\'y, Martin Tamajka o-MEGA: Optimized Methods for Explanation Generation and Analysis https://arxiv.org/abs/2510.00288

Bowen Wei, Yuan Shen Tay, Howard Liu, Jinhao Pan, Kun Luo, Ziwei Zhu, Chris Jordan CORTEX: Collaborative LLM Agents for High-Stakes Alert Triage https://arxiv.org/abs/2510.00311

Zijun Wu, Yongchang Hao, Lili Mou TokMem: Tokenized Procedural Memory for Large Language Models https://arxiv.org/abs/2510.00444

Yuling Shi, Yichun Qian, Hongyu Zhang, Beijun Shen, Xiaodong Gu LongCodeZip: Compress Long Context for Code Language Models https://arxiv.org/abs/2510.00446

Koki Ryu, Hitomi Yanaka Enhancing Rating Prediction with Off-the-Shelf LLMs Using In-Context User Reviews https://arxiv.org/abs/2510.00449

Yawen Xue, Masaya Tsunokake, Yuta Koreeda, Ekant Muljibhai Amin, Takashi Sumiyoshi, Yasuhiro Sogawa Agent Fine-tuning through Distillation for Domain-specific LLMs in Microdomains https://arxiv.org/abs/2510.00482

Pengzhou Cheng, Lingzhong Dong, Zeng Wu, Zongru Wu, Xiangru Tang, Chengwei Qin, Zhuosheng Zhang, Gongshen Liu Agent-ScanKit: Unraveling Memory and Reasoning of Multimodal Agents via Sensitivity Perturbations https://arxiv.org/abs/2510.00496

Xingjian Zhao, Zhe Xu, Luozhijie Jin, Yang Wang, Hanfu Chen, Yaozhou Jiang, Ke Chen, Ruixiao Li, Mingshu Chen, Ruiming Wang, Wenbo Zhang, Yiyang Zhang, Donghua Yu, Yang Gao, ... MOSS-Speech: Towards True Speech-to-Speech Models Without Text Guidance https://arxiv.org/abs/2510.00499

Yurun Chen, Xavier Hu, Yuhan Liu, Ziqi Wang, Zeyi Liao, Lin Chen, Feng Wei, Yuxi Qian, Bo Zheng, Keting Yin, Shengyu Zhang Graph2Eval: Automatic Multimodal Task Generation for Agents via Knowledge Graphs https://arxiv.org/abs/2510.00507

Yongchao Long, Xian Wu, Yingying Zhang, Xianbin Wen, Yuxi Zhou, Shenda Hong Copy-Paste to Mitigate Large Language Model Hallucinations https://arxiv.org/abs/2510.00508

Jiarun Liu, Shiyue Xu, Shangkun Liu, Yang Li, Wen Liu, Min Liu, Xiaoqing Zhou, Hanmin Wang, Shilin Jia, zhen Wang, Shaohua Tian, Hanhao Li, Junbo Zhang, Yongli Yu, Peng Cao, Haofen Wang JoyAgent-JDGenie: Technical Report on the GAIA https://arxiv.org/abs/2510.00510

Samuel Pfisterer, Florian Gr\"otschla, Luca A. Lanzend\"orfer, Florian Yan, Roger Wattenhofer EuroSpeech: A Multilingual Speech Corpus https://arxiv.org/abs/2510.00514

Gaotang Li, Ruizhong Qiu, Xiusi Chen, Heng Ji, Hanghang Tong Beyond Log Likelihood: Probability-Based Objectives for Supervised Fine-Tuning across the Model Capability Continuum https://arxiv.org/abs/2510.00526

Kung-Hsiang Huang, Haoyi Qiu, Yutong Dai, Caiming Xiong, Chien-Sheng Wu GUI-KV: Efficient GUI Agents via KV Cache with Spatio-Temporal Awareness https://arxiv.org/abs/2510.00536

Minjae Oh, Sangjun Song, Seungkyu Lee, Sungmin Jo, Yohan Jo ThinkBrake: Mitigating Overthinking in Tool Reasoning https://arxiv.org/abs/2510.00546

Yubo Xie, Chenkai Wang, Zongyang Ma, Fahui Miao Are Large Language Models Chronically Online Surfers? A Dataset for Chinese Internet Meme Explanation https://arxiv.org/abs/2510.00567

Shiyu Li, Yang Tang, Yifan Wang, Peiming Li, Xi Chen ReSeek: A Self-Correcting Framework for Search Agents with Instructive Rewards https://arxiv.org/abs/2510.00568

Li Li, Ziyi Wang, Yongliang Wu, Jianfei Cai, Xu Yang CoT Vectors: Transferring and Probing the Reasoning Mechanisms of LLMs https://arxiv.org/abs/2510.00579

Sangmin Lee, Woongjib Choi, Jihyun Kim, Hong-Goo Kang SAGE-LD: Towards Scalable and Generalizable End-to-End Language Diarization via Simulated Data Augmentation https://arxiv.org/abs/2510.00582

Teisovi Angami, Kevisino Khate Tenyidie Syllabification corpus creation and deep learning applications https://arxiv.org/abs/2510.00629

Jinlan Fu, Shenzhen Huangfu, Hao Fei, Yichong Huang, Xiaoyu Shen, Xipeng Qiu, See-Kiong Ng MCM-DPO: Multifaceted Cross-Modal Direct Preference Optimization for Alt-text Generation https://arxiv.org/abs/2510.00647

Fran\c{c}ois Ledoyen, Ga\"el Dias, Jeremie Pantin, Alexis Lechervy, Fabrice Maurel, Youssef Chahir Facilitating Cognitive Accessibility with LLMs: A Multi-Task Approach to Easy-to-Read Text Generation https://arxiv.org/abs/2510.00662

Fran\c{c}ois Ledoyen, Ga\"el Dias, Alexis Lechervy, Jeremie Pantin, Fabrice Maurel, Youssef Chahir, Elisa Gouzonnat, M\'elanie Berthelot, Stanislas Moravac, Armony Altinier, Amy Khairalla Inclusive Easy-to-Read Generation for Individuals with Cognitive Impairments https://arxiv.org/abs/2510.00691

Harethah Abu Shairah, Somayah AlHarbi, Abdulaziz AlHussein, Sameer Alsabea, Omar Shaqaqi, Hebah AlShamlan, Omar Knio, George Turkiyyah ALARB: An Arabic Legal Argument Reasoning Benchmark https://arxiv.org/abs/2510.00694

Jenny Kunz, Iben Nyholm Debess, Annika Simonsen Family Matters: Language Transfer and Merging for Adapting Small LLMs to Faroese https://arxiv.org/abs/2510.00810

Yanming Sun, Runzhe Zhan, Chi Seng Cheang, Han Wu, Xuebo Liu, Yuyao Niu, Fengying Ye, Kaixin Lan, Lidia S. Chao, Derek F. Wong Exposing the Cracks: Vulnerabilities of Retrieval-Augmented LLM-based Machine Translation https://arxiv.org/abs/2510.00829

Adi Simhi, Jonathan Herzig, Martin Tutek, Itay Itzhak, Idan Szpektor, Yonatan Belinkov ManagerBench: Evaluating the Safety-Pragmatism Trade-off in Autonomous LLMs https://arxiv.org/abs/2510.00857

Ziliang Wang, Kang An, Xuhui Zheng, Faqiang Qian, Weikun Zhang, Cijun Ouyang, Jialu Cai, Yuhang Wang, Yichao Wu Erase to Improve: Erasable Reinforcement Learning for Search-Augmented LLMs https://arxiv.org/abs/2510.00861

Loris Bergeron, Ioana Buhnila, J\'er\^ome Fran\c{c}ois, Radu State HalluGuard: Evidence-Grounded Small Reasoning Models to Mitigate Hallucinations in Retrieval-Augmented Generation https://arxiv.org/abs/2510.00880

Zhen Yin, Shenghua Wang Span-level Detection of AI-generated Scientific Text via Contrastive Learning and Structural Calibration https://arxiv.org/abs/2510.00890

Shunfeng Zheng, Yudi Zhang, Meng Fang, Zihan Zhang, Zhitan Wu, Mykola Pechenizkiy, Ling Chen Benchmarking Foundation Models with Retrieval-Augmented Generation in Olympic-Level Physics Problem Solving https://arxiv.org/abs/2510.00919

Ammar Khairi, Daniel D'souza, Marzieh Fadaee, Julia Kreutzer Making, not Taking, the Best of N https://arxiv.org/abs/2510.00931

Eileen Pan, Anna Seo Gyeong Choi, Maartje ter Hoeve, Skyler Seto, Allison Koenecke Analyzing Dialectical Biases in LLMs for Knowledge and Reasoning Benchmarks https://arxiv.org/abs/2510.00962

Ruqian Zhang, Yijiao Zhang, Juan Shen, Zhongyi Zhu, Annie Qu Syntax-Guided Diffusion Language Models with User-Integrated Personalization https://arxiv.org/abs/2510.01028

Nils Feldhus, Laura Kopf Interpreting Language Models Through Concept Descriptions: A Survey https://arxiv.org/abs/2510.01048

Samin Mahdipour Aghabagher, Saeedeh Momtazi Hybrid Dialogue State Tracking for Persian Chatbots: A Language Model-Based Approach https://arxiv.org/abs/2510.01052

Haonan Wang, Junfeng Sun, Mingjia Zhao, Wei Liu Research on the Integration of Embodied Intelligence and Reinforcement Learning in Textual Domains https://arxiv.org/abs/2510.01076

Sukairaj Hafiz Imam, Tadesse Destaw Belay, Kedir Yassin Husse, Ibrahim Said Ahmad, Idris Abdulmumin, Hadiza Ali Umar, Muhammad Yahuza Bello, ... Automatic Speech Recognition (ASR) for African Low-Resource Languages: A Systematic Literature Review https://arxiv.org/abs/2510.01145