语言大模型 / LLM

TextAtari: 100K Frames Game Playing with Language Agents

Wenhao Li, Wenwu Li, Chuyun Shen, Junjie Sheng, Zixiao Huang, Di Wu, Yun Hua, Wei Yin, Xiangfeng Wang, Hongyuan Zha, Bo Jin

机构 * Tongji University（同济大学） ； East China Normal University（华东师范大学） ； Shanghai Jiao Tong University（上海交通大学） ； Bank of Communications（中国银行） ； The Chinese University of Hong Kong, Shenzhen（香港中文大学（深圳）） 纠错

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

Comments 51 pages, 39 figures

BRiTE: Bootstrapping Reinforced Thinking Process to Enhance Language Model Reasoning

Han Zhong, Yutong Yin, Shenao Zhang, Xiaojun Xu, Yuanxin Liu, Yifei Zuo, Zhihan Liu, Boyi Liu, Sirui Zheng, Hongyi Guo, Liwei Wang, Mingyi Hong, Zhaoran Wang

机构 * Peking University（北京大学） ； Northwestern University（西北大学） ； Bytedance Inc（字节跳动公司） ； University of Minnesota（明尼苏达大学） 纠错

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

Comments ICML 2025

Which Prompting Technique Should I Use? An Empirical Investigation of Prompting Techniques for Software Engineering Tasks

E. G. Santana, Gabriel Benjamin, Melissa Araujo, Harrison Santos, David Freitas, Eduardo Almeida, Paulo Anselmo da M. S. Neto, Jiawei Li, Jina Chun, Iftekhar Ahmed

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

Token-Budget-Aware LLM Reasoning

Tingxu Han, Zhenting Wang, Chunrong Fang, Shiyu Zhao, Shiqing Ma, Zhenyu Chen

机构 * Nanjing University（南京大学） ； Rutgers University（罗格斯大学） ； UMass Amherst（马萨诸塞大学阿姆赫斯特分校） 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.CL、cs.AI、cs.LG

Flow-of-Options: Diversified and Improved LLM Reasoning by Thinking Through Options

Lakshmi Nair, Ian Trase, Mark Kim

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

Comments ICML 2025

Abstractions-of-Thought: Intermediate Representations for LLM Reasoning in Hardware Design

Matthew DeLorenzo, Kevin Tieu, Prithwish Jana, Piyush Jha, Dileep Kalathil, Vijay Ganesh, Jeyavijayan Rajendran

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

RAGEN: Understanding Self-Evolution in LLM Agents via Multi-Turn Reinforcement Learning

Zihan Wang, Kangrui Wang, Qineng Wang, Pingyue Zhang, Linjie Li, Zhengyuan Yang, Xing Jin, Kefan Yu, Minh Nhat Nguyen, Licheng Liu, Eli Gottlieb, Yiping Lu, Kyunghyun Cho, Jiajun Wu, Li Fei-Fei, Lijuan Wang, Yejin Choi, Manling Li

机构 * Northwestern University（西北大学） ； University of Washington（华盛顿大学） ； Stanford University（斯坦福大学） ； Microsoft（微软） ； New York University（纽约大学） ； University of British Columbia（不列颠哥伦比亚大学） ； Singapore Management University（新加坡国立管理学院） 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.CL、cs.AI、cs.LG

Towards Copyright Protection for Knowledge Bases of Retrieval-augmented Language Models via Reasoning

Junfeng Guo, Yiming Li, Ruibo Chen, Yihan Wu, Chenxi Liu, Yanshuo Chen, Heng Huang

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

Comments The first two authors contributed equally to this work. 25 pages

Mastering Board Games by External and Internal Planning with Language Models

John Schultz, Jakub Adamek, Matej Jusup, Marc Lanctot, Michael Kaisers, Sarah Perrin, Daniel Hennes, Jeremy Shar, Cannada Lewis, Anian Ruoss, Tom Zahavy, Petar Veličković, Laurel Prince, Satinder Singh, Eric Malmi, Nenad Tomašev

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

Comments 70 pages, 10 figures

TinyV: Reducing False Negatives in Verification Improves RL for LLM Reasoning

Zhangchen Xu, Yuetai Li, Fengqing Jiang, Bhaskar Ramasubramanian, Luyao Niu, Bill Yuchen Lin, Radha Poovendran

机构 * University of Washington（华盛顿大学） ； Western Washington University（西雅图华盛顿大学） 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.CL、cs.AI、cs.LG

Set-LLM: A Permutation-Invariant LLM

Beni Egressy, Jan Stühmer

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

KORGym: A Dynamic Game Platform for LLM Reasoning Evaluation

Jiajun Shi, Jian Yang, Jiaheng Liu, Xingyuan Bu, Jiangjie Chen, Junting Zhou, Kaijing Ma, Zhoufutu Wen, Bingli Wang, Yancheng He, Liang Song, Hualei Zhu, Shilong Li, Xingjian Wang, Wei Zhang, Ruibin Yuan, Yifan Yao, Wenjun Yang, Yunli Wang, Siyuan Fang, Siyu Yuan, Qianyu He, Xiangru Tang, Yingshui Tan, Wangchunshu Zhou, Zhaoxiang Zhang, Zhoujun Li, Wenhao Huang, Ge Zhang

机构 * Beihang University（北航） 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.CL、cs.AI、cs.LG

Comments 22 pages

SPC: Evolving Self-Play Critic via Adversarial Games for LLM Reasoning

Jiaqi Chen, Bang Zhang, Ruotian Ma, Peisong Wang, Xiaodan Liang, Zhaopeng Tu, Xiaolong Li, Kwan-Yee K. Wong

机构 * The University of Hong Kong（香港大学） ； Tencent（腾讯） ； Tsinghua University（清华大学） ； MBZUAI 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.CL、cs.AI、cs.LG

Comments Project webpage: https://chen-judge.github.io/SPC/

RESAnything: Attribute Prompting for Arbitrary Referring Segmentation

Ruiqi Wang, Hao Zhang

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

Comments 42 pages, 31 figures. For more details: https://suikei-wang.github.io/RESAnything/

LLM-based Interactive Imitation Learning for Robotic Manipulation

Jonas Werner, Kun Chu, Cornelius Weber, Stefan Wermter

机构 * Knowledge Technology, Department of Informatics University of Hamburg（信息学院知识技术部汉堡大学） 纠错

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

Comments To be published in IJCNN 2025 proceedings

Weight-of-Thought Reasoning: Exploring Neural Network Weights for Enhanced LLM Reasoning

Saif Punjwani, Larry Heck

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

Exploring LLM Reasoning Through Controlled Prompt Variations

Giannis Chatziveroglou, Richard Yun, Maura Kelleher

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

Boosting the Generalization and Reasoning of Vision Language Models with Curriculum Reinforcement Learning

Huilin Deng, Ding Zou, Rui Ma, Hongchen Luo, Yang Cao, Yu Kang

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

HouseTune: Two-Stage Floorplan Generation with LLM Assistance

Ziyang Zong, Guanying Chen, Zhaohuan Zhan, Fengcheng Yu, Guang Tan

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

Bias Unveiled: Investigating Social Bias in LLM-Generated Code

Lin Ling, Fazle Rabbi, Song Wang, Jinqiu Yang

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

Comments accepted for publication in the Association for the Advancement of Artificial Intelligence (AAAI), 2025

An Egocentric Vision-Language Model based Portable Real-time Smart Assistant

Yifei Huang, Jilan Xu, Baoqi Pei, Yuping He, Guo Chen, Mingfang Zhang, Lijin Yang, Zheng Nie, Jinyao Liu, Guoshun Fan, Dechen Lin, Fang Fang, Kunpeng Li, Chang Yuan, Xinyuan Chen, Yaohui Wang, Yali Wang, Yu Qiao, Limin Wang

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

Diffusion Language Models Can Perform Many Tasks with Scaling and Instruction-Finetuning

Jiasheng Ye, Zaixiang Zheng, Yu Bao, Lihua Qian, Quanquan Gu

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

Comments add results on reasoning and multimodality; add discussions on latest progress

KnowAgent: Knowledge-Augmented Planning for LLM-Based Agents

Yuqi Zhu, Shuofei Qiao, Yixin Ou, Shumin Deng, Shiwei Lyu, Yue Shen, Lei Liang, Jinjie Gu, Huajun Chen, Ningyu Zhang

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

Comments NAACL 2025 Findings. Project page: https://zjunlp.github.io/project/KnowAgent/ Code: https://github.com/zjunlp/KnowAgent

The Evolving Landscape of LLM- and VLM-Integrated Reinforcement Learning

Sheila Schoepp, Masoud Jafaripour, Yingyue Cao, Tianpei Yang, Fatemeh Abdollahi, Shadan Golestan, Zahin Sufiyan, Osmar R. Zaiane, Matthew E. Taylor

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

Comments 9 pages, 4 figures

Mitigating Tail Narrowing in LLM Self-Improvement via Socratic-Guided Sampling

Yiwen Ding, Zhiheng Xi, Wei He, Zhuoyuan Li, Yitao Zhai, Xiaowei Shi, Xunliang Cai, Tao Gui, Qi Zhang, Xuanjing Huang

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

Comments Accepted to NAACL 2025 Main Conference. Codes are publicly available at https://github.com/Yiwen-Ding/Guided-Self-Improvement

Bridging Internal Probability and Self-Consistency for Effective and Efficient LLM Reasoning

Zhi Zhou, Tan Yuhao, Zenan Li, Yuan Yao, Lan-Zhe Guo, Xiaoxing Ma, Yu-Feng Li

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

Comments Preliminary work

Language Models Use Trigonometry to Do Addition

Subhash Kantamneni, Max Tegmark

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

Critical Tokens Matter: Token-Level Contrastive Estimation Enhances LLM's Reasoning Capability

Zicheng Lin, Tian Liang, Jiahao Xu, Qiuzhi Lin, Xing Wang, Ruilin Luo, Chufan Shi, Siheng Li, Yujiu Yang, Zhaopeng Tu

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

Comments Work in progress

BudgetMLAgent: A Cost-Effective LLM Multi-Agent system for Automating Machine Learning Tasks

Shubham Gandhi, Manasi Patwardhan, Lovekesh Vig, Gautam Shroff

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

Comments Presented at AIMLSystems '24

VG-TVP: Multimodal Procedural Planning via Visually Grounded Text-Video Prompting

Muhammet Furkan Ilaslan, Ali Koksal, Kevin Qinhong Lin, Burak Satar, Mike Zheng Shou, Qianli Xu

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

Comments Accepted for The 39th Annual AAAI Conference on Artificial Intelligence 2025 in Main Track, 19 pages, 24 figures