语言大模型 / LLM

Graph-Augmented Reasoning: Evolving Step-by-Step Knowledge Graph Retrieval for LLM Reasoning

Wenjie Wu, Yongcheng Jing, Yingjie Wang, Wenbin Hu, Dacheng Tao

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

LLMDR: LLM-Driven Deadlock Detection and Resolution in Multi-Agent Pathfinding

Seungbae Seo, Junghwan Kim, Minjeong Shin, Bongwon Suh

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

An LLM-based Delphi Study to Predict GenAI Evolution

Francesco Bertolotti, Luca Mari

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

Chain-of-Thought Matters: Improving Long-Context Language Models with Reasoning Path Supervision

Dawei Zhu, Xiyu Wei, Guangxiang Zhao, Wenhao Wu, Haosheng Zou, Junfeng Ran, Xun Wang, Lin Sun, Xiangzheng Zhang, Sujian Li

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

Comments 14 pages,6 figures

Privacy-preserved LLM Cascade via CoT-enhanced Policy Learning

Kai Zhang, Congchao Wang, Liqian Peng, Alec Go, Xiaozhong Liu

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

Evaluating Human Trust in LLM-Based Planners: A Preliminary Study

Shenghui Chen, Yunhao Yang, Kayla Boggess, Seongkook Heo, Lu Feng, Ufuk Topcu

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

AgentSquare: Automatic LLM Agent Search in Modular Design Space

Yu Shang, Yu Li, Keyu Zhao, Likai Ma, Jiahe Liu, Fengli Xu, Yong 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

Comments 25 pages

Your Language Model May Think Too Rigidly: Achieving Reasoning Consistency with Symmetry-Enhanced Training

Yihang Yao, Zhepeng Cen, Miao Li, William Han, Yuyou Zhang, Emerson Liu, Zuxin Liu, Chuang Gan, Ding Zhao

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

A Multi-LLM-Agent-Based Framework for Economic and Public Policy Analysis

Yuzhi Hao, Danyang Xie

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

Town Hall Debate Prompting: Enhancing Logical Reasoning in LLMs through Multi-Persona Interaction

Vivaan Sandwar, Bhav Jain, Rishan Thangaraj, Ishaan Garg, Michael Lam, Kevin Zhu

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

Comments Accepted to SoCal NLP Symposium 2024

TeLL-Drive: Enhancing Autonomous Driving with Teacher LLM-Guided Deep Reinforcement Learning

Chengkai Xu, Jiaqi Liu, Shiyu Fang, Yiming Cui, Dong Chen, Peng Hang, Jian Sun

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

Detecting LLM Fact-conflicting Hallucinations Enhanced by Temporal-logic-based Reasoning

Ningke Li, Yahui Song, Kailong Wang, Yuekang Li, Ling Shi, Yi Liu, Haoyu Wang

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

Comments 16 pages, under review. arXiv admin note: substantial text overlap with arXiv:2405.00648

PEA: Enhancing LLM Performance on Computational-Reasoning Tasks

Zi Wang, Shiwei Weng, Mohannad Alhanahnah, Somesh Jha, Tom Reps

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

Logical forms complement probability in understanding language model (and human) performance

Yixuan Wang, Freda Shi

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

Comments Preprint

InfiFusion: A Unified Framework for Enhanced Cross-Model Reasoning via LLM Fusion

Zhaoyi Yan, Yiming Zhang, Baoyi He, Yuhao Fu, Qi Zhou, Zhijie Sang, Chunlin Ji, Shengyu Zhang, Fei Wu, Hongxia Yang

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

Comments Significant performance improvements over the previous version; under review;

Vote-Tree-Planner: Optimizing Execution Order in LLM-based Task Planning Pipeline via Voting

Chaoyuan Zhang, Zhaowei Li, Wentao Yuan

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

Comments Accepted to RSS24-W: TaskSpec

Preference Optimization for Reasoning with Pseudo Feedback

Fangkai Jiao, Geyang Guo, Xingxing Zhang, Nancy F. Chen, Shafiq Joty, Furu Wei

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

Comments 28 pages, 11 figures. ICLR 2025

From PowerPoint UI Sketches to Web-Based Applications: Pattern-Driven Code Generation for GIS Dashboard Development Using Knowledge-Augmented LLMs, Context-Aware Visual Prompting, and the React Framework

Haowen Xu, Xiao-Ying Yu

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

LLM+Reasoning+Planning for Supporting Incomplete User Queries in Presence of APIs

Sudhir Agarwal, Anu Sreepathy, David H. Alonso, Prarit Lamba

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

Comments In Proceedings ICLP 2024, arXiv:2502.08453

Journal ref EPTCS 416, 2025, pp. 29-58

Exploring Safety-Utility Trade-Offs in Personalized Language Models

Anvesh Rao Vijjini, Somnath Basu Roy Chowdhury, Snigdha Chaturvedi

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

Comments NAACL 2025

Can 1B LLM Surpass 405B LLM? Rethinking Compute-Optimal Test-Time Scaling

Runze Liu, Junqi Gao, Jian Zhao, Kaiyan Zhang, Xiu Li, Biqing Qi, Wanli Ouyang, Bowen Zhou

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

LLM-Powered Decentralized Generative Agents with Adaptive Hierarchical Knowledge Graph for Cooperative Planning

Hanqing Yang, Jingdi Chen, Marie Siew, Tania Lorido-Botran, Carlee Joe-Wong

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

The Geometry of Numerical Reasoning: Language Models Compare Numeric Properties in Linear Subspaces

Ahmed Oumar El-Shangiti, Tatsuya Hiraoka, Hilal AlQuabeh, Benjamin Heinzerling, Kentaro Inui

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

Investigating Prompting Techniques for Zero- and Few-Shot Visual Question Answering

Rabiul Awal, Le Zhang, Aishwarya Agrawal

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

Comments Codes available at https://github.com/rabiulcste/vqazero

BOLT: Bootstrap Long Chain-of-Thought in Language Models without Distillation

Bo Pang, Hanze Dong, Jiacheng Xu, Silvio Savarese, Yingbo Zhou, Caiming Xiong

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

Comments 36 pages

IAO Prompting: Making Knowledge Flow Explicit in LLMs through Structured Reasoning Templates

Aissatou Diallo, Antonis Bikakis, Luke Dickens, Anthony Hunter, Rob Miller

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

Comments Accepted as Oral at KnowFM @ AAAI 2025

Position: Towards a Responsible LLM-empowered Multi-Agent Systems

Jinwei Hu, Yi Dong, Shuang Ao, Zhuoyun Li, Boxuan Wang, Lokesh Singh, Guangliang Cheng, Sarvapali D. Ramchurn, Xiaowei 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.AI

Comments Under Review

MASTER: A Multi-Agent System with LLM Specialized MCTS

Bingzheng Gan, Yufan Zhao, Tianyi Zhang, Jing Huang, Yusu Li, Shu Xian Teo, Changwang Zhang, Wei Shi

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

Comments Accepted by main NAACL 2025

Plan-Then-Execute: An Empirical Study of User Trust and Team Performance When Using LLM Agents As A Daily Assistant

Gaole He, Gianluca Demartini, Ujwal Gadiraju

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

Comments conditionally accepted to CHI 2025

Monte Carlo Tree Search for Comprehensive Exploration in LLM-Based Automatic Heuristic Design

Zhi Zheng, Zhuoliang Xie, Zhenkun Wang, Bryan Hooi

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