语言大模型 / LLM

GraphicBench: A Planning Benchmark for Graphic Design with Language Agents

Dayeon Ki, Tianyi Zhou, Marine Carpuat, Gang Wu, Puneet Mathur, Viswanathan Swaminathan

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

Comments 41 pages, 11 figures

Bridging Stepwise Lab-Informed Pretraining and Knowledge-Guided Learning for Diagnostic Reasoning

Pengfei Hu, Chang Lu, Fei Wang, Yue Ning

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

Brains vs. Bytes: Evaluating LLM Proficiency in Olympiad Mathematics

Hamed Mahdavi, Alireza Hashemi, Majid Daliri, Pegah Mohammadipour, Alireza Farhadi, Samira Malek, Yekta Yazdanifard, Amir Khasahmadi, Vasant Honavar

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、cs.LG

KG-LLM-Bench: A Scalable Benchmark for Evaluating LLM Reasoning on Textualized Knowledge Graphs

Elan Markowitz, Krupa Galiya, Greg Ver Steeg, Aram Galstyan

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

Comments To be presented at NAACL-HLT, KnowledgeNLP Workshop (2025)

FEABench: Evaluating Language Models on Multiphysics Reasoning Ability

Nayantara Mudur, Hao Cui, Subhashini Venugopalan, Paul Raccuglia, Michael P. Brenner, Peter Norgaard

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 39 pages. Accepted at the NeurIPS 2024 Workshops on Mathematical Reasoning and AI and Open-World Agents

DataLab: A Unified Platform for LLM-Powered Business Intelligence

Luoxuan Weng, Yinghao Tang, Yingchaojie Feng, Zhuo Chang, Ruiqin Chen, Haozhe Feng, Chen Hou, Danqing Huang, Yang Li, Huaming Rao, Haonan Wang, Canshi Wei, Xiaofeng Yang, Yuhui Zhang, Yifeng Zheng, Xiuqi Huang, Minfeng Zhu, Yuxin Ma, Bin Cui, Peng Chen, Wei Chen

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

Comments Accepted to ICDE 2025

Multi-Meta-RAG: Improving RAG for Multi-Hop Queries using Database Filtering with LLM-Extracted Metadata

Mykhailo Poliakov, Nadiya Shvai

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

Comments Accepted to ICTERI 2024 Posters Track

An Analysis of Decoding Methods for LLM-based Agents for Faithful Multi-Hop Question Answering

Alexander Murphy, Mohd Sanad Zaki Rizvi, Aden Haussmann, Ping Nie, Guifu Liu, Aryo Pradipta Gema, Pasquale Minervini

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

Option Discovery Using LLM-guided Semantic Hierarchical Reinforcement Learning

Chak Lam Shek, Pratap Tokekar

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、cs.LG

ConSol: Sequential Probability Ratio Testing to Find Consistent LLM Reasoning Paths Efficiently

Jaeyeon Lee, Guantong Qi, Matthew Brady Neeley, Zhandong Liu, Hyun-Hwan Jeong

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、cs.LG

Fairness-Driven LLM-based Causal Discovery with Active Learning and Dynamic Scoring

Khadija Zanna, Akane Sano

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、cs.LG

CSCE: Boosting LLM Reasoning by Simultaneous Enhancing of Causal Significance and Consistency

Kangsheng Wang, Xiao Zhang, Juntao Lyu, Tianyu Hu, Huimin Ma

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

Comments 6 pages,4 figures. This paper has been accepted for presentation at IEEE International Conference on Multimedia & Expo 2025

NavCoT: Boosting LLM-Based Vision-and-Language Navigation via Learning Disentangled Reasoning

Bingqian Lin, Yunshuang Nie, Ziming Wei, Jiaqi Chen, Shikui Ma, Jianhua Han, Hang Xu, Xiaojun Chang, Xiaodan Liang

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

Comments Accepted by TPAMI 2025

HDLCoRe: A Training-Free Framework for Mitigating Hallucinations in LLM-Generated HDL

Heng Ping, Shixuan Li, Peiyu Zhang, Anzhe Cheng, Shukai Duan, Nikos Kanakaris, Xiongye Xiao, Wei Yang, Shahin Nazarian, Andrei Irimia, Paul Bogdan

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

Graph-Grounded LLMs: Leveraging Graphical Function Calling to Minimize LLM Hallucinations

Piyush Gupta, Sangjae Bae, David Isele

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、cs.LG

Guide-LLM: An Embodied LLM Agent and Text-Based Topological Map for Robotic Guidance of People with Visual Impairments

Sangmim Song, Sarath Kodagoda, Amal Gunatilake, Marc G. Carmichael, Karthick Thiyagarajan, Jodi Martin

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

AutoIOT: LLM-Driven Automated Natural Language Programming for AIoT Applications

Leming Shen, Qiang Yang, Yuanqing Zheng, Mo 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

MV-CLAM: Multi-View Molecular Interpretation with Cross-Modal Projection via Language Model

Sumin Ha, Jun Hyeong Kim, Yinhua Piao, Sun Kim

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

Disparities in LLM Reasoning Accuracy and Explanations: A Case Study on African American English

Runtao Zhou, Guangya Wan, Saadia Gabriel, Sheng Li, Alexander J Gates, Maarten Sap, Thomas Hartvigsen

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

Comments ARR Under Review, First two authors contribute equally

MultiAgentBench: Evaluating the Collaboration and Competition of LLM agents

Kunlun Zhu, Hongyi Du, Zhaochen Hong, Xiaocheng Yang, Shuyi Guo, Zhe Wang, Zhenhailong Wang, Cheng Qian, Xiangru Tang, Heng Ji, Jiaxuan You

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

Comments https://github.com/MultiagentBench/MARBLE

Do Language Models Understand Time?

Xi Ding, Lei Wang

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

Comments Accepted for publication in the Companion Proceedings of the ACM Web Conference (WWW Companion 2025)

Navigating Semantic Relations: Challenges for Language Models in Abstract Common-Sense Reasoning

Cole Gawin, Yidan Sun, Mayank Kejriwal

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

Comments 5 pages, 3 figures, ACM Web Conference 2025

The Self-Improvement Paradox: Can Language Models Bootstrap Reasoning Capabilities without External Scaffolding?

Yutao Sun, Mingshuai Chen, Tiancheng Zhao, Ruochen Xu, Zilun Zhang, Jianwei Yin

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

Can a Single Model Master Both Multi-turn Conversations and Tool Use? CoALM: A Unified Conversational Agentic Language Model

Emre Can Acikgoz, Jeremiah Greer, Akul Datta, Ze Yang, William Zeng, Oussama Elachqar, Emmanouil Koukoumidis, Dilek Hakkani-Tür, Gokhan Tur

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

Inference-Time Computations for LLM Reasoning and Planning: A Benchmark and Insights

Shubham Parashar, Blake Olson, Sambhav Khurana, Eric Li, Hongyi Ling, James Caverlee, Shuiwang Ji

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、cs.LG

What's Wrong? Refining Meeting Summaries with LLM Feedback

Frederic Kirstein, Terry Ruas, Bela Gipp

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

Journal ref COLING 2025

SafeChain: Safety of Language Models with Long Chain-of-Thought Reasoning Capabilities

Fengqing Jiang, Zhangchen Xu, Yuetai Li, Luyao Niu, Zhen Xiang, Bo Li, Bill Yuchen Lin, Radha Poovendran

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

GameArena: Evaluating LLM Reasoning through Live Computer Games

Lanxiang Hu, Qiyu Li, Anze Xie, Nan Jiang, Ion Stoica, Haojian Jin, Hao Zhang

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

The LLM Language Network: A Neuroscientific Approach for Identifying Causally Task-Relevant Units

Badr AlKhamissi, Greta Tuckute, Antoine Bosselut, Martin Schrimpf

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.LG

Comments NAACL 2025

Policy Guided Tree Search for Enhanced LLM Reasoning

Yang Li

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