语言大模型 / LLM

REINFORCE-ING Chemical Language Models for Drug Discovery

Morgan Thomas, Albert Bou, Jose Carlos Gómez-Tamayo, Gary Tresadern, Mazen Ahmad, Gianni De Fabritiis

机构 * Computational Science Laboratory, Universitat Pompeu Fabra, Barcelona Biomedical Research Park (PRBB), C Dr. Aiguader 88, 08003 Barcelona, Spain ； In Silico Discovery, Janssen Research \& Development, Janssen Pharmaceutica N. V., Turnhoutseweg 30, B-2340 Beerse, Belgium 纠错

专题命中 后训练与偏好优化 ：language model(title,abstract)；分类 cs.LG

From Measurement to Expertise: Empathetic Expert Adapters for Context-Based Empathy in Conversational AI Agents

Erfan Shayegani, Jina Suh, Andy Wilson, Nagu Rangan, Javier Hernandez

机构 * Microsoft Research（微软研究院） ； University of California, Riverside（加州大学河滨分校） 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

LGM: Enhancing Large Language Models with Conceptual Meta-Relations and Iterative Retrieval

Wenchang Lei, Ping Zou, Yue Wang, Feng Sun, Lei Zhao

机构 * Philisense（哲思科技） 纠错

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

Comments 30 pages, 5 figures

TAMO: Fine-Grained Root Cause Analysis via Tool-Assisted LLM Agent with Multi-Modality Observation Data in Cloud-Native Systems

Xiao Zhang, Qi Wang, Mingyi Li, Yuan Yuan, Mengbai Xiao, Fuzhen Zhuang, Dongxiao Yu

机构 * School of Computer Science and Technology, Shandong University（山东大学计算机科学与技术学院） ； Institute of Artificial Intelligence, Beihang University（北京航空航天大学人工智能研究院） 纠错

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

Enabling Robust In-Context Memory and Rapid Task Adaptation in Transformers with Hebbian and Gradient-Based Plasticity

Siddharth Chaudhary

机构 * St Paul’s School（圣保罗学校） 纠错

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

Towards Realistic Project-Level Code Generation via Multi-Agent Collaboration and Semantic Architecture Modeling

Qianhui Zhao, Li Zhang, Fang Liu, Junhang Cheng, Chengru Wu, Junchen Ai, Qiaoyuanhe Meng, Lichen Zhang, Xiaoli Lian, Shubin Song, Yuanping Guo

专题命中 长上下文与记忆 ：large language model(abstract)；language model(abstract)

LiveTradeBench: Seeking Real-World Alpha with Large Language Models

Haofei Yu, Fenghai Li, Jiaxuan You

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 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 16 pages

Digital Transformation Chatbot (DTchatbot): Integrating Large Language Model-based Chatbot in Acquiring Digital Transformation Needs

Jiawei Zheng, Gokcen Yilmaz, Ji Han, Saeema Ahmed-Kristensen

机构 * DigitLab, University of Exeter, UK（DigitLab，埃克塞特大学，英国） 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

Comments Accepted by the International Conference on Human-Computer Interaction

PlanU: Large Language Model Reasoning through Planning under Uncertainty

Ziwei Deng, Mian Deng, Chenjing Liang, Zeming Gao, Chennan Ma, Chenxing Lin, Haipeng Zhang, Songzhu Mei, Siqi Shen, Cheng Wang

机构 * Fujian Key Laboratory of Sensing and Computing for Smart Cities, School of Informatics, Xiamen University（福建智慧城市感知与计算重点实验室，信息学院，厦门大学） ； Key Laboratory of Multimedia Trusted Perception and Efficient Computing, XMU（多媒体可信感知与高效计算重点实验室，XMU） ； School of Computer, National University of Defense Technology（计算机学院，国防科技大学） 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

Comments 38 pages, 19 figures, NeurIPS 2025 Accepted

ThinkSound: Chain-of-Thought Reasoning in Multimodal Large Language Models for Audio Generation and Editing

Huadai Liu, Kaicheng Luo, Jialei Wang, Wen Wang, Qian Chen, Zhou Zhao, Wei Xue

机构 * Hong Kong University of Science and Technology (HKUST)（香港理工大学） ； Tongyi Fun Team, Alibaba Group（阿里云团队） ； Zhejiang University（浙江大学） 纠错

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

Comments Accepted by NeurIPS 2025 Main

Evaluating Large Language Models for Detecting Antisemitism

Jay Patel, Hrudayangam Mehta, Jeremy Blackburn

机构 * Binghamton University（宾夕法尼亚州立大学） 纠错

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

Comments Accepted to EMNLP 2025 Main Conference

Layer Importance for Mathematical Reasoning is Forged in Pre-Training and Invariant after Post-Training

Aadim Nepal, Safal Shrestha, Anubhav Shrestha, Minwu Kim, Jalal Naghiyev, Ravid Shwartz-Ziv, Keith Ross

机构 * New York University Abu Dhabi（纽约大学阿布扎赫尔分校） ； Technical University of Munich（慕尼黑技术大学） ； NYU Center for Data Science（纽约大学数据科学中心） 纠错

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

Distilling LLM Agent into Small Models with Retrieval and Code Tools

Minki Kang, Jongwon Jeong, Seanie Lee, Jaewoong Cho, Sung Ju Hwang

机构 * KAIST（韩国科学技术院） ； University of Wisconsin-Madison（威斯康星大学麦迪逊分校） ； KRAFTON（KRAFTON公司） 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 NeurIPS 2025 Spotlight

PhysicsEval: Inference-Time Techniques to Improve the Reasoning Proficiency of Large Language Models on Physics Problems

Oshayer Siddique, J. M Areeb Uzair Alam, Md Jobayer Rahman Rafy, Syed Rifat Raiyan, Hasan Mahmud, Md Kamrul Hasan

机构 * Systems and Software Lab (SSL) Department of Computer Science and Engineering（系统与软件实验室（SSL）计算机科学与工程系） 纠错

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

Comments Accepted in Findings of the Association for Computational Linguistics: IJCNLP-AACL 2025, 23 pages, 4 figures, 8 tables

ALAS: Transactional and Dynamic Multi-Agent LLM Planning

Longling Geng, Edward Y. Chang

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

R2R: Efficiently Navigating Divergent Reasoning Paths with Small-Large Model Token Routing

Tianyu Fu, Yi Ge, Yichen You, Enshu Liu, Zhihang Yuan, Guohao Dai, Shengen Yan, Huazhong Yang, Yu Wang

机构 * Tsinghua University（清华大学） ； Infinigence AI ； Shanghai Jiao Tong University（上海交通大学） 纠错

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

GDS Agent for Graph Algorithmic Reasoning

Borun Shi, Ioannis Panagiotas

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

Comments Technical report

Struct2D: A Perception-Guided Framework for Spatial Reasoning in MLLMs

Fangrui Zhu, Hanhui Wang, Yiming Xie, Jing Gu, Tianye Ding, Jianwei Yang, Huaizu Jiang

机构 * Northeastern University（东北大学） ； Microsoft Research（微软研究院） ； University of Southern California（南加州大学） ； University of California, Santa Cruz（加州大学圣克鲁兹分校） 纠错

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

Comments NeurIPS 2025, code link: https://github.com/neu-vi/struct2d

Agent-Omni: Test-Time Multimodal Reasoning via Model Coordination for Understanding Anything

Huawei Lin, Yunzhi Shi, Tong Geng, Weijie Zhao, Wei Wang, Ravender Pal Singh

机构 * Amazon（亚马逊公司） ； Rochester Institute of Technology（罗切斯特理工学院） ； University of Rochester（罗切斯特大学） 纠错

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

Comments 16 pages, 7 figures, 14 tables. Under Review

CoTox: Chain-of-Thought-Based Molecular Toxicity Reasoning and Prediction

Jueon Park, Yein Park, Minju Song, Soyon Park, Donghyeon Lee, Seungheun Baek, Jaewoo Kang

机构 * Department of Computer Science and Engineering（计算机科学与工程系） ； AIGEN Sciences（AIGEN公司） 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.AI、cs.LG

Comments Accepted to IEEE BIBM 2025

QG-CoC: Question-Guided Chain-of-Captions for Large Multimodal Models

Kuei-Chun Kao, Hsu Tzu-Yin, Yunqi Hong, Ruochen Wang, Cho-Jui Hsieh

机构 * Department of Computer Science, University of California, Los Angeles（计算机科学系，加州大学洛杉矶分校） 纠错

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

Comments 16 pages

Journal ref EMNLP 2025

LFC-DA: Logical Formula-Controlled Data Augmentation for Enhanced Logical Reasoning

Shenghao Li

机构 * Guangzhou University（广州大学） 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

Comments 10 pages, 6 figures

TabDSR: Decompose, Sanitize, and Reason for Complex Numerical Reasoning in Tabular Data

Changjiang Jiang, Fengchang Yu, Haihua Chen, Wei Lu, Jin Zeng

机构 * Wuhan University（武汉大学） ； University of North Texas（北德克萨斯大学） ； Hubei University of Economics（湖北经济学院） 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.AI

Comments Accepted to EMNLP 2025 Findings

Journal ref EMNLP 2025

U2F: Encouraging SWE-Agent to Seize Novelty without Losing Feasibility

Wencheng Ye, Yan Liu

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

The Mirror Loop: Recursive Non-Convergence in Generative Reasoning Systems

Bentley DeVilling

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

Comments 18 pages, 2 figures. Category: cs.LG. Code and data: https://github.com/Course-Correct-Labs/mirror-loop

SENT Map -- Semantically Enhanced Topological Maps with Foundation Models

Raj Surya Rajendran Kathirvel, Zach A Chavis, Stephen J. Guy, Karthik Desingh

机构 * Minnesota Robotics Institute (MnRI)（明尼苏达州机器人研究所） ； Department of Computer Science and Engineering (CS&E)（计算机科学与工程系） ； University of Minnesota（明尼苏达大学） 纠错

专题命中 推理与问题求解 ：foundation model(title,comments)

Comments Accepted at ICRA 2025 Workshop on Foundation Models and Neuro-Symbolic AI for Robotics

Towards Scalable Web Accessibility Audit with MLLMs as Copilots

Ming Gu, Ziwei Wang, Sicen Lai, Zirui Gao, Sheng Zhou, Jiajun Bu

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

Comments 15 pages. Accepted by AAAI 2026 AISI

Let the Bees Find the Weak Spots: A Path Planning Perspective on Multi-Turn Jailbreak Attacks against LLMs

Yize Liu, Yunyun Hou, Aina Sui

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

Beyond Single Pass, Looping Through Time: KG-IRAG with Iterative Knowledge Retrieval

Ruiyi Yang, Hao Xue, Imran Razzak, Hakim Hacid, Flora D. Salim

机构 * University of New South Wales（新南威尔士大学） ； Mohamed Bin Zayed University of Artificial Intelligence（穆罕默德·本·扎耶德人工智能大学） ； Technology Innovation Institute（技术创新研究所） 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 15 pages, 3 figures

Inter-Agent Trust Models: A Comparative Study of Brief, Claim, Proof, Stake, Reputation and Constraint in Agentic Web Protocol Design-A2A, AP2, ERC-8004, and Beyond

Botao 'Amber' Hu, Helena Rong

专题命中 推理与问题求解 ：LLM(abstract)；分类 cs.AI

Comments Submitted to AAAI 2026 Workshop on Trust and Control in Agentic AI (TrustAgent)