语言大模型 / LLM

When Vision-Language Model (VLM) Meets Beam Prediction: A Multimodal Contrastive Learning Framework

Ji Wang, Bin Tang, Jian Xiao, Qimei Cui, Xingwang Li, Tony Q. S. Quek

专题命中 预训练与数据 ：language model(title,abstract)；pretraining(abstract)

Cognitive Behaviors that Enable Self-Improving Reasoners, or, Four Habits of Highly Effective STaRs

Kanishk Gandhi, Ayush Chakravarthy, Anikait Singh, Nathan Lile, Noah D. Goodman

机构 * Stanford University（斯坦福大学） ； SynthLabs 纠错

专题命中 预训练与数据 ：language model(abstract)；pretraining(abstract)；分类 cs.CL、cs.LG

Online Anti-sexist Speech: Identifying Resistance to Gender Bias in Political Discourse

Aditi Dutta, Susan Banducci

机构 * University of Exeter（埃克塞特大学） ； University of Birmingham（伯明翰大学） ； The Alan Turing Institute（艾伦·图灵研究所） 纠错

专题命中 预训练与数据 ：large language model(abstract)；language model(abstract)；分类 cs.CL

A Cross-Modal Rumor Detection Scheme via Contrastive Learning by Exploring Text and Image internal Correlations

Bin Ma, Yifei Zhang, Yongjin Xian, Qi Li, Linna Zhou, Gongxun Miao

专题命中 预训练与数据 ：pretraining(abstract)；分类 cs.CL、cs.AI

Overcoming Low-Resource Barriers in Tulu: Neural Models and Corpus Creation for OffensiveLanguage Identification

Anusha M D, Deepthi Vikram, Bharathi Raja Chakravarthi, Parameshwar R Hegde

专题命中 预训练与数据 ：pretraining(abstract)；分类 cs.CL

Comments 20 pages, 3 tables, 3 figures. Submitted to Language Resources and Evaluation (Springer)

Tabularis Formatus: Predictive Formatting for Tables

Mukul Singh, José Cambronero, Sumit Gulwani, Vu Le, Gust Verbruggen

机构 * Microsoft（微软） 纠错

专题命中 预训练与数据 ：language model(abstract)；分类 cs.AI

Comments 14 pages

Cross-Lingual Transfer from Related Languages: Treating Low-Resource Maltese as Multilingual Code-Switching

Kurt Micallef, Nizar Habash, Claudia Borg, Fadhl Eryani, Houda Bouamor

专题命中 预训练与数据 ：language model(abstract)；分类 cs.CL

Comments EACL 2024 camera-ready version

Mining the Social Fabric: Unveiling Communities for Fake News Detection in Short Videos

Haisong Gong, Bolan Su, Xinrong Zhang, Jing Li, Qiang Liu, Shu Wu, Liang Wang

专题命中 预训练与数据 ：pretraining(abstract)

Comments in submission

Group Fairness Meets the Black Box: Enabling Fair Algorithms on Closed LLMs via Post-Processing

Ruicheng Xian, Yuxuan Wan, Han Zhao

机构 * University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） 纠错

专题命中 指令微调 ：LLM(abstract)；large language model(abstract)；language model(abstract)；prompting(abstract)

Apriel-Nemotron-15B-Thinker

Shruthan Radhakrishna, Soham Parikh, Gopal Sarda, Anil Turkkan, Quaizar Vohra, Raymond Li, Dhruv Jhamb, Kelechi Ogueji, Aanjaneya Shukla, Oluwanifemi Bamgbose, Toby Liang, Luke Kumar, Oleksiy Ostapenko, Shiva Krishna Reddy Malay, Aman Tiwari, Tara Bogavelli, Vikas Yadav, Jash Mehta, Saloni Mittal, Akshay Kalkunte, Pulkit Pattnaik, Khalil Slimi, Anirudh Sreeram, Jishnu Nair, Akintunde Oladipo, Shashank Maiya, Khyati Mahajan, Rishabh Maheshwary, Masoud Hashemi, Sai Rajeswar Mudumba, Sathwik Tejaswi Madhusudhan, Torsten Scholak, Sebastien Paquet, Sagar Davasam, Srinivas Sunkara

机构 * Apriel-Nemotron-15B-Thinker 纠错

专题命中 指令微调 ：large language model(abstract)；language model(abstract)；SLM(abstract)；SFT(abstract)

UAV-VL-R1: Generalizing Vision-Language Models via Supervised Fine-Tuning and Multi-Stage GRPO for UAV Visual Reasoning

Jiajin Guan, Haibo Mei, Bonan Zhang, Dan Liu, Yuanshuang Fu, Yue Zhang

机构 * Research Institute of Electronic Science and Technology, University of Electronic Science and Technology of China（电子科学与技术研究院，电子科技大学） ； School of Aeronautics and Astronautics, University of Electronic Science and Technology of China（航空航天学院，电子科技大学） 纠错

专题命中 指令微调 ：language model(title,abstract)；SFT(abstract)

Technical Report: Full-Stack Fine-Tuning for the Q Programming Language

Brendan R. Hogan, Will Brown, Adel Boyarsky, Anderson Schneider, Yuriy Nevmyvaka

专题命中 指令微调 ：large language model(abstract)；language model(abstract)；pretraining(abstract)；分类 cs.LG

Comments 40 pages

Better Supervised Fine-tuning for VQA: Integer-Only Loss

Baihong Qian, Haotian Fan, Wenjie Liao, Yunqiu Wang, Tao Li, Junhui Cui

机构 * ByteDance（字节跳动） 纠错

专题命中 指令微调 ：language model(abstract)；分类 cs.AI

Thyme: Think Beyond Images

Yi-Fan Zhang, Xingyu Lu, Shukang Yin, Chaoyou Fu, Wei Chen, Xiao Hu, Bin Wen, Kaiyu Jiang, Changyi Liu, Tianke Zhang, Haonan Fan, Kaibing Chen, Jiankang Chen, Haojie Ding, Kaiyu Tang, Zhang Zhang, Liang Wang, Fan Yang, Tingting Gao, Guorui Zhou

机构 * Kwai Keye（凯钥） ； CASIA（中国科学院自动化研究所） ； NJU（南京大学） ； THU（清华大学） ； USTC（中国科学技术大学） 纠错

专题命中 指令微调 ：SFT(abstract)

Comments Project page: https://thyme-vl.github.io/

Fine-Grained VLM Fine-tuning via Latent Hierarchical Adapter Learning

Yumiao Zhao, Bo Jiang, Yuhe Ding, Xiao Wang, Jin Tang, Bin Luo

机构 * Information Materials and Intelligent Sensing Laboratory of Anhui Province（安徽省信息材料与智能感知实验室） ； Anhui Provincial Key Laboratory of Multimodal Cognitive Computation（安徽省多模态认知计算重点实验室） ； School of Computer Science and Technology, Anhui University（安徽大学计算机科学与技术学院） 纠错

专题命中 指令微调 ：language model(abstract)

FantasyTalking2: Timestep-Layer Adaptive Preference Optimization for Audio-Driven Portrait Animation

MengChao Wang, Qiang Wang, Fan Jiang, Mu Xu

机构 * Project Leader（项目负责人） 纠错

专题命中 后训练与偏好优化 ：preference optimization(title,abstract)

Comments https://fantasy-amap.github.io/fantasy-talking2/

Controlling Multimodal LLMs via Reward-guided Decoding

Oscar Mañas, Pierluca D'Oro, Koustuv Sinha, Adriana Romero-Soriano, Michal Drozdzal, Aishwarya Agrawal

机构 * Mila - Quebec AI Institute（魁北克AI研究院） ； Université de Montréal（蒙特利尔大学） ； McGill University（麦吉尔大学） ； Meta FAIR ； Canada CIFAR AI Chair（加拿大CIFAR人工智能主席） 纠错

专题命中 后训练与偏好优化 ：large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI、cs.LG

Comments Published at ICCV 2025

Fusing Rewards and Preferences in Reinforcement Learning

Sadegh Khorasani, Saber Salehkaleybar, Negar Kiyavash, Matthias Grossglauser

专题命中 后训练与偏好优化 ：RLHF(abstract)；分类 cs.LG

Bridging Context Gaps: Leveraging Coreference Resolution for Long Contextual Understanding

Yanming Liu, Xinyue Peng, Jiannan Cao, Yanxin Shen, Tianyu Du, Sheng Cheng, Xun Wang, Jianwei Yin, Xuhong Zhang

专题命中 长上下文与记忆 ：large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI

Comments ICLR 2025 camera ready version, with second updated metadata

Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory

Yexiang Liu, Zekun Li, Zhi Fang, Nan Xu, Ran He, Tieniu Tan

机构 * MAIS, Institute of Automation, Chinese Academy of Sciences（自动化研究所，中国科学院） ； School of Artificial Intelligence, University of Chinese Academy of Sciences（中国科学院大学人工智能学院） ； University of California, Santa Barbara（加州大学圣巴巴拉分校） ； Beijing Wenge Technology Co., Ltd（北京文格科技有限公司） 纠错

专题命中 推理与问题求解 ：LLM(title,abstract)；prompting(title,abstract)；large language model(abstract)；language model(abstract)

Comments ACL 2025 Outstanding Paper Award, 33 pages, 51 figures

Journal ref ACL.Volume 1: Long Papers (2025) 27962-27994

CryptoScope: Utilizing Large Language Models for Automated Cryptographic Logic Vulnerability Detection

Zhihao Li, Zimo Ji, Tao Zheng, Hao Ren, Xiao Lan

机构 * Sichuan University（四川大学） ； The Hong Kong University of Science and Technology（香港科学与技术大学） 纠错

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；prompting(abstract)

Aware First, Think Less: Dynamic Boundary Self-Awareness Drives Extreme Reasoning Efficiency in Large Language Models

Qiguang Chen, Dengyun Peng, Jinhao Liu, HuiKang Su, Jiannan Guan, Libo Qin, Wanxiang Che

机构 * LARG, Research Center for Social Computing and Interactive Robotics, Harbin Institute of Technology（大型语言模型研究组，社会计算与交互机器人研究中心，哈尔滨工业大学） ； School of Computer Science and Engineering, Central South University（计算机科学与工程学院，中南大学） 纠错

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL、cs.AI

Comments Preprint

AirTrafficGen: Configurable Air Traffic Scenario Generation with Large Language Models

Dewi Sid William Gould, George De Ath, Ben Carvell, Nick Pepper

机构 * The Alan Turing Institute（阿尔ัน图灵研究院） ； NATS ； University of Exeter（埃克塞特大学） 纠错

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；prompting(abstract)；分类 cs.AI

Comments 9 pages and appendices

HOID-R1: Reinforcement Learning for Open-World Human-Object Interaction Detection Reasoning with Multimodal Large Language Model

Zhenhao Zhang, Hanqing Wang, Xiangyu Zeng, Ziyu Cheng, Jiaxin Liu, Haoyu Yan, Zhirui Liu, Kaiyang Ji, Tianxiang Gui, Ke Hu, Kangyi Chen, Yahao Fan, Mokai Pan

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；SFT(abstract)

SORT3D: Spatial Object-centric Reasoning Toolbox for Zero-Shot 3D Grounding Using Large Language Models

Nader Zantout, Haochen Zhang, Pujith Kachana, Jinkai Qiu, Guofei Chen, Ji Zhang, Wenshan Wang

机构 * Carnegie Mellon University, Robotics Institute（卡内基梅隆大学，机器人研究所） 纠错

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.AI

Comments 8 pages, 6 figures, published in IROS 2025

AIM-Bench: Evaluating Decision-making Biases of Agentic LLM as Inventory Manager

Xuhua Zhao, Yuxuan Xie, Caihua Chen, Yuxiang Sun

机构 * School of Management and Engineering, Nanjing University（南京大学管理工程学院） ； School of Robotics and Automation, Nanjing University (Suzhou Campus‌)（南京大学机器人与自动化学院） 纠错

专题命中 推理与问题求解 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI

SHREC: A Framework for Advancing Next-Generation Computational Phenotyping with Large Language Models

Sarah Pungitore, Shashank Yadav, Molly Douglas, Jarrod Mosier, Vignesh Subbian

专题命中 推理与问题求解 ：large language model(title)；language model(title)

Comments Submitted to PLOS Digital Health

Utilizing Vision-Language Models as Action Models for Intent Recognition and Assistance

Cesar Alan Contreras, Manolis Chiou, Alireza Rastegarpanah, Michal Szulik, Rustam Stolkin

机构 * University of Birmingham（伯明翰大学） ； Queen Mary University of London（伦敦大学女王学院） ； Aston University（阿斯顿大学） ； United Kingdom National Nuclear Laboratory Ltd.（英国国家核实验室有限公司） 纠错

专题命中 推理与问题求解 ：language model(title,abstract)；LLM(abstract)；分类 cs.AI

Comments Accepted at Human-Centered Robot Autonomy for Human-Robot Teams (HuRoboT) at IEEE RO-MAN 2025, Eindhoven, the Netherlands

Slow Tuning and Low-Entropy Masking for Safe Chain-of-Thought Distillation

Ziyang Ma, Qingyue Yuan, Linhai Zhang, Deyu Zhou

专题命中 推理与问题求解 ：large language model(abstract)；language model(abstract)；small language model(abstract)；SLM(abstract)

Comments Preprint

Retrieval-augmented reasoning with lean language models

Ryan Sze-Yin Chan, Federico Nanni, Tomas Lazauskas, Rosie Wood, Penelope Yong, Lionel Tarassenko, Mark Girolami, James Geddes, Andrew Duncan

机构 * The Alan Turing Institute（艾伦·图灵研究所） ； University of Oxford（牛津大学） ； University of Cambridge（剑桥大学） ； Imperial College London（伦敦帝国学院） 纠错

专题命中 推理与问题求解 ：language model(title,abstract)；分类 cs.CL、cs.AI