语言大模型 / LLM

Large Language Models (LLMs) for Electronic Design Automation (EDA)

Kangwei Xu, Denis Schwachhofer, Jason Blocklove, Ilia Polian, Peter Domanski, Dirk Pflüger, Siddharth Garg, Ramesh Karri, Ozgur Sinanoglu, Johann Knechtel, Zhuorui Zhao, Ulf Schlichtmann, Bing Li

机构 * Technical University of Munich（慕尼黑技术大学） ； University of Stuttgart（斯图加特大学） ； New York University（纽约大学） ； University of Siegen（锡根大学） 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.AI、cs.LG

Comments Accepted by IEEE International System-on-Chip Conference

GSM-Symbolic: Understanding the Limitations of Mathematical Reasoning in Large Language Models

Iman Mirzadeh, Keivan Alizadeh, Hooman Shahrokhi, Oncel Tuzel, Samy Bengio, Mehrdad Farajtabar

机构 * Apple（苹果公司） ； Washington State University（华盛顿州立大学） 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、cs.LG

Comments ICLR camera ready + additional discussion in the appendix

SELF: Surrogate-light Feature Selection with Large Language Models in Deep Recommender Systems

Pengyue Jia, Zhaocheng Du, Yichao Wang, Xiangyu Zhao, Xiaopeng Li, Yuhao Wang, Qidong Liu, Huifeng Guo, Ruiming Tang

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

Comments Accepted to CIKM'25

Convert Language Model into a Value-based Strategic Planner

Xiaoyu Wang, Yue Zhao, Qingqing Gu, Zhonglin Jiang, Xiaokai Chen, Yong Chen, Luo Ji

机构 * Geely AI Lab（Geely人工智能实验室） ； Beijing Institute of Technology（北京理工大学） 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

Comments 13 pages, 6 figures, ACL 2025 Industry Track

Encouraging Good Processes Without the Need for Good Answers: Reinforcement Learning for LLM Agent Planning

Zhiwei Li, Yong Hu, Wenqing Wang

机构 * WeChat, Tencent Inc., China（微信，腾讯公司，中国） ； School of Software & Microelectronics, Peking University, Beijing（软件与微电子学院，北京大学，北京） 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.LG

Self-Organizing Agent Network for LLM-based Workflow Automation

Yiming Xiong, Jian Wang, Bing Li, Yuhan Zhu, Yuqi Zhao

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

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis

Chengzu Li, Wenshan Wu, Huanyu Zhang, Qingtao Li, Zeyu Gao, Yan Xia, José Hernández-Orallo, Ivan Vulić, Furu Wei

机构 * Microsoft Research（微软研究院） ； Language Technology Lab, University of Cambridge（语言技术实验室，剑桥大学） ； Institute of Automation, Chinese Academy of Sciences（自动化研究所，中国科学院） ； Department of Oncology, University of Cambridge（癌症部门，剑桥大学） ； Leverhulme Centre for the Future of Intelligence, University of Cambridge（未来智能中心，剑桥大学） ； VRAIN, Universitat Politècnica de València（VRAIN，巴塞罗那理工大学） 纠错

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

Comments 9 pages, 4 figures (22 pages, 7 figures, 7 tables including references and appendices)

POT: Inducing Overthinking in LLMs via Black-Box Iterative Optimization

Xinyu Li, Tianjin Huang, Ronghui Mu, Xiaowei Huang, Gaojie Jin

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

Symphony: A Decentralized Multi-Agent Framework for Scalable Collective Intelligence

Ji Wang, Kashing Chen, Xinyuan Song, Ke Zhang, Lynn Ai, Eric Yang, Bill Shi

机构 * Gradient ； The Chinese University of Hong Kong（香港中文大学） ； Department of Computer Science and Computer Engineering, Waseda University（计算机科学与工程系，早稻田大学） 纠错

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

Evaluating Language Model Reasoning about Confidential Information

Dylan Sam, Alexander Robey, Andy Zou, Matt Fredrikson, J. Zico Kolter

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

Comments 20 pages

Rethinking Reasoning in LLMs: Neuro-Symbolic Local RetoMaton Beyond ICL and CoT

Rushitha Santhoshi Mamidala, Anshuman Chhabra, Ankur Mali

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

CataractSurg-80K: Knowledge-Driven Benchmarking for Structured Reasoning in Ophthalmic Surgery Planning

Yang Meng, Zewen Pan, Yandi Lu, Ruobing Huang, Yanfeng Liao, Jiarui Yang

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

Comments 18 pages, 9 figures

Socially Interactive Agents for Preserving and Transferring Tacit Knowledge in Organizations

Martin Benderoth, Patrick Gebhard, Christian Keller, C. Benjamin Nakhosteen, Stefan Schaffer, Tanja Schneeberger

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

Comments 4 pages, 2 figures

Leveraging LLMs for Automated Translation of Legacy Code: A Case Study on PL/SQL to Java Transformation

Lola Solovyeva, Eduardo Carneiro Oliveira, Shiyu Fan, Alper Tuncay, Shamil Gareev, Andrea Capiluppi

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

Logical Reasoning with Outcome Reward Models for Test-Time Scaling

Ramya Keerthy Thatikonda, Wray Buntine, Ehsan Shareghi

机构 * Department of Data Science & AI, Monash University（数据科学与人工智能系，莫纳什大学） ； College of Engineering and Computer Science, VinUniversity（工程与计算机科学学院，文大学） 纠错

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

Comments EMNLP 2025

Learning Game-Playing Agents with Generative Code Optimization

Zhiyi Kuang, Ryan Rong, YuCheng Yuan, Allen Nie

机构 * stanford（斯坦福大学） 纠错

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

Comments ICML 2025 Workshop on Programmatic Representations for Agent Learning, Vancouver, Canada

SLIM: Subtrajectory-Level Elimination for More Effective Reasoning

Xifeng Yao, Chengyuan Ma, Dongyu Lang, Yinhao Ni, Zhiwei Xu, Huarui Xie, Zihao Chen, Guang Shen, Dandan Tu, Yi Bai, Changzheng Zhang

机构 * Huawei Technologies Co., Ltd.（华为技术有限公司） 纠错

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

Comments EMNLP 2025 Findings

Demonstrating specification gaming in reasoning models

Alexander Bondarenko, Denis Volk, Dmitrii Volkov, Jeffrey Ladish

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

Comments Updated with o3 results, fixed fonts

AirRAG: Autonomous Strategic Planning and Reasoning Steer Retrieval Augmented Generation

Wenfeng Feng, Chuzhan Hao, Yuewei Zhang, Guochao Jiang, Jingyi Song, Hao Wang

机构 * Alibaba Cloud Computing（阿里巴巴云 computing） 纠错

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

Comments 20 pages, EMNLP25 Accepted

SWIRL: A Staged Workflow for Interleaved Reinforcement Learning in Mobile GUI Control

Quanfeng Lu, Zhantao Ma, Shuai Zhong, Jin Wang, Dahai Yu, Michael K. Ng, Ping Luo

机构 * The University of Hong Kong（香港大学） ； Hong Kong Baptist University（香港 Baptist 大学） ； TCL Corporate Research (Hong Kong) Co., Ltd（TCL 香港研究院） 纠错

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

Comments 28 pages, 12 figures

Interactive Graph Visualization and TeamingRecommendation in an Interdisciplinary Project'sTalent Knowledge Graph

Jiawei Xu, Juichien Chen, Yilin Ye, Zhandos Sembay, Swathi Thaker, Pamela Payne-Foster, Jake Chen, Ying Ding

专题命中 推理与问题求解 ：LLM(abstract)

Comments Short paper presented at the ASIS&T 2025 Annual Meeting