语言大模型 / LLM - arXivDaily 专题

2405.19119 2024-10-29 cs.LG 85%

Can Graph Learning Improve Planning in LLM-based Agents?

Xixi Wu, Yifei Shen, Caihua Shan, Kaitao Song, Siwei Wang, Bohang Zhang, Jiarui Feng, Hong Cheng, Wei Chen, Yun Xiong, Dongsheng Li

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

Comments Accepted by NeurIPS 2024

2402.01622 2024-10-24 cs.CL 85%

TravelPlanner: A Benchmark for Real-World Planning with Language Agents

Jian Xie, Kai Zhang, Jiangjie Chen, Tinghui Zhu, Renze Lou, Yuandong Tian, Yanghua Xiao, Yu Su

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

Comments ICML 2024 (Spotlight)

2410.17021 2024-10-23 cs.CL 85%

SG-FSM: A Self-Guiding Zero-Shot Prompting Paradigm for Multi-Hop Question Answering Based on Finite State Machine

Xiaochen Wang, Junqing He, Liang Chen, Reza Haf Zhe Yang, Yiru Wang, Xiangdi Meng, Kunhao Pan, Zhifang Sui

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

2410.15168 2024-10-22 cs.CL 85%

An Electoral Approach to Diversify LLM-based Multi-Agent Collective Decision-Making

Xiutian Zhao, Ke Wang, Wei Peng

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 Accepted to EMNLP 2024

2410.13699 2024-10-22 cs.CL 85%

Unconstrained Model Merging for Enhanced LLM Reasoning

Yiming Zhang, Baoyi He, Shengyu Zhang, Yuhao Fu, Qi Zhou, Zhijie Sang, Zijin Hong, Kejing Yang, Wenjun Wang, Jianbo Yuan, Guanghan Ning, Linyi Li, Chunlin Ji, 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 Under review, correct typos

2408.04168 2024-10-18 cs.AI 85%

Perceive, Reflect, and Plan: Designing LLM Agent for Goal-Directed City Navigation without Instructions

Qingbin Zeng, Qinglong Yang, Shunan Dong, Heming Du, Liang Zheng, 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.AI

2407.08516 2024-10-15 cs.AI 85%

Converging Paradigms: The Synergy of Symbolic and Connectionist AI in LLM-Empowered Autonomous Agents

Haoyi Xiong, Zhiyuan Wang, Xuhong Li, Jiang Bian, Zeke Xie, Shahid Mumtaz, Anwer Al-Dulaimi, Laura E. Barnes

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

2410.06108 2024-10-10 cs.AI 85%

ConceptAgent: LLM-Driven Precondition Grounding and Tree Search for Robust Task Planning and Execution

Corban Rivera, Grayson Byrd, William Paul, Tyler Feldman, Meghan Booker, Emma Holmes, David Handelman, Bethany Kemp, Andrew Badger, Aurora Schmidt, Krishna Murthy Jatavallabhula, Celso M de Melo, Lalithkumar Seenivasan, Mathias Unberath, Rama Chellappa

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

2406.14979 2024-10-10 cs.CL 85%

Retrieve-Plan-Generation: An Iterative Planning and Answering Framework for Knowledge-Intensive LLM Generation

Yuanjie Lyu, Zihan Niu, Zheyong Xie, Chao Zhang, Tong Xu, Yang Wang, Enhong 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

2410.05262 2024-10-08 cs.CL 85%

TurtleBench: Evaluating Top Language Models via Real-World Yes/No Puzzles

Qingchen Yu, Shichao Song, Ke Fang, Yunfeng Shi, Zifan Zheng, Hanyu Wang, Simin Niu, Zhiyu Li

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 22 pages

2410.02874 2024-10-08 cs.RO cs.AI 85%

Real-World Cooking Robot System from Recipes Based on Food State Recognition Using Foundation Models and PDDL

Naoaki Kanazawa, Kento Kawaharazuka, Yoshiki Obinata, Kei Okada, Masayuki Inaba

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

Comments Accepted at Advanced Robotics, website - https://kanazawanaoaki.github.io/cook-from-recipe-pddl/

2409.17518 2024-10-02 cs.CR cs.AI 85%

Multi-Designated Detector Watermarking for Language Models

Zhengan Huang, Gongxian Zeng, Xin Mu, Yu Wang, Yue Yu

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

2409.17588 2024-09-27 cs.CL 85%

DualCoTs: Dual Chain-of-Thoughts Prompting for Sentiment Lexicon Expansion of Idioms

Fuqiang Niu, Minghuan Tan, Bowen Zhang, Min Yang, Ruifeng Xu

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

2409.15915 2024-09-25 cs.AI 85%

Planning in the Dark: LLM-Symbolic Planning Pipeline without Experts

Sukai Huang, Nir Lipovetzky, Trevor Cohn

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 8 main body pages, 10 appendix pages

2409.10188 2024-09-17 cs.LG 85%

Enhancing RL Safety with Counterfactual LLM Reasoning

Dennis Gross, Helge Spieker

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

2409.03225 2024-09-06 cs.CL 85%

Enhancing Healthcare LLM Trust with Atypical Presentations Recalibration

Jeremy Qin, Bang Liu, Quoc Dinh Nguyen

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

2409.00214 2024-09-04 cs.CL 85%

Enhancing Document-level Argument Extraction with Definition-augmented Heuristic-driven Prompting for LLMs

Tongyue Sun, Jiayi Xiao

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

2409.00005 2024-09-04 cs.IT cs.AI math.IT 85%

Csi-LLM: A Novel Downlink Channel Prediction Method Aligned with LLM Pre-Training

Shilong Fan, Zhenyu Liu, Xinyu Gu, Haozhen 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.AI

2407.05890 2024-08-21 cs.RO cs.CL 85%

Affordances-Oriented Planning using Foundation Models for Continuous Vision-Language Navigation

Jiaqi Chen, Bingqian Lin, Xinmin Liu, Lin Ma, Xiaodan Liang, Kwan-Yee K. Wong

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

2408.08902 2024-08-20 cs.CR cs.AI 85%

Audit-LLM: Multi-Agent Collaboration for Log-based Insider Threat Detection

Chengyu Song, Linru Ma, Jianming Zheng, Jinzhi Liao, Hongyu Kuang, Lin 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.AI

Comments 12 pages, 5 figures

2403.00816 2024-08-15 cs.IR cs.AI cs.CV 85%

Read and Think: An Efficient Step-wise Multimodal Language Model for Document Understanding and Reasoning

Jinxu Zhang

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

2408.05035 2024-08-12 cs.CL cs.CY 85%

Examining the Behavior of LLM Architectures Within the Framework of Standardized National Exams in Brazil

Marcelo Sartori Locatelli, Matheus Prado Miranda, Igor Joaquim da Silva Costa, Matheus Torres Prates, Victor Thomé, Mateus Zaparoli Monteiro, Tomas Lacerda, Adriana Pagano, Eduardo Rios Neto, Wagner Meira, Virgilio Almeida

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 Accepted at the Seventh AAAI/ACM Conference on AI, Ethics and Society (AIES 2024). 14 pages, 4 figures

2407.21320 2024-08-08 cs.AI physics.flu-dyn 85%

MetaOpenFOAM: an LLM-based multi-agent framework for CFD

Yuxuan Chen, Xu Zhu, Hua Zhou, Zhuyin Ren

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 31 pages,11 figures, 11 tables

2407.18932 2024-08-06 cs.CY cs.AI 85%

Be More Real: Travel Diary Generation Using LLM Agents and Individual Profiles

Xuchuan Li, Fei Huang, Jianrong Lv, Zhixiong Xiao, Guolong Li, Yang Yue

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

2407.13692 2024-08-02 cs.CL 85%

Prover-Verifier Games improve legibility of LLM outputs

Jan Hendrik Kirchner, Yining Chen, Harri Edwards, Jan Leike, Nat McAleese, Yuri Burda

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

2407.21358 2024-08-01 cs.AI 85%

Tree-of-Traversals: A Zero-Shot Reasoning Algorithm for Augmenting Black-box Language Models with Knowledge Graphs

Elan Markowitz, Anil Ramakrishna, Jwala Dhamala, Ninareh Mehrabi, Charith Peris, Rahul Gupta, Kai-Wei Chang, Aram Galstyan

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

Comments Accepted for publication at the ACL 2024 Conference

2407.19667 2024-07-30 cs.AI 85%

Smart Language Agents in Real-World Planning

Annabelle Miin, Timothy Wei

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

Comments 5 pages, 1 figure

2404.03602 2024-07-30 cs.CL 85%

Evaluating LLMs at Detecting Errors in LLM Responses

Ryo Kamoi, Sarkar Snigdha Sarathi Das, Renze Lou, Jihyun Janice Ahn, Yilun Zhao, Xiaoxin Lu, Nan Zhang, Yusen Zhang, Ranran Haoran Zhang, Sujeeth Reddy Vummanthala, Salika Dave, Shaobo Qin, Arman Cohan, Wenpeng Yin, Rui 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

Comments COLM 2024, 46 pages, Benchmark and code: https://github.com/psunlpgroup/ReaLMistake

2403.12488 2024-07-24 cs.CV cs.AI 85%

DetToolChain: A New Prompting Paradigm to Unleash Detection Ability of MLLM

Yixuan Wu, Yizhou Wang, Shixiang Tang, Wenhao Wu, Tong He, Wanli Ouyang, Philip Torr, Jian Wu

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

2407.13343 2024-07-19 cs.CL 85%

Learning-From-Mistakes Prompting for Indigenous Language Translation

You-Cheng Liao, Chen-Jui Yu, Chi-Yi Lin, He-Feng Yun, Yen-Hsiang Wang, Hsiao-Min Li, Yao-Chung Fan

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

1. 推理与问题求解 18875 篇

Can Graph Learning Improve Planning in LLM-based Agents?

TravelPlanner: A Benchmark for Real-World Planning with Language Agents

SG-FSM: A Self-Guiding Zero-Shot Prompting Paradigm for Multi-Hop Question Answering Based on Finite State Machine

An Electoral Approach to Diversify LLM-based Multi-Agent Collective Decision-Making

Unconstrained Model Merging for Enhanced LLM Reasoning

Perceive, Reflect, and Plan: Designing LLM Agent for Goal-Directed City Navigation without Instructions

Converging Paradigms: The Synergy of Symbolic and Connectionist AI in LLM-Empowered Autonomous Agents

ConceptAgent: LLM-Driven Precondition Grounding and Tree Search for Robust Task Planning and Execution

Retrieve-Plan-Generation: An Iterative Planning and Answering Framework for Knowledge-Intensive LLM Generation

TurtleBench: Evaluating Top Language Models via Real-World Yes/No Puzzles

Real-World Cooking Robot System from Recipes Based on Food State Recognition Using Foundation Models and PDDL

Multi-Designated Detector Watermarking for Language Models

DualCoTs: Dual Chain-of-Thoughts Prompting for Sentiment Lexicon Expansion of Idioms

Planning in the Dark: LLM-Symbolic Planning Pipeline without Experts

Enhancing RL Safety with Counterfactual LLM Reasoning

Enhancing Healthcare LLM Trust with Atypical Presentations Recalibration

Enhancing Document-level Argument Extraction with Definition-augmented Heuristic-driven Prompting for LLMs

Csi-LLM: A Novel Downlink Channel Prediction Method Aligned with LLM Pre-Training

Affordances-Oriented Planning using Foundation Models for Continuous Vision-Language Navigation

Audit-LLM: Multi-Agent Collaboration for Log-based Insider Threat Detection

Read and Think: An Efficient Step-wise Multimodal Language Model for Document Understanding and Reasoning

Examining the Behavior of LLM Architectures Within the Framework of Standardized National Exams in Brazil

MetaOpenFOAM: an LLM-based multi-agent framework for CFD

Be More Real: Travel Diary Generation Using LLM Agents and Individual Profiles

Prover-Verifier Games improve legibility of LLM outputs

Tree-of-Traversals: A Zero-Shot Reasoning Algorithm for Augmenting Black-box Language Models with Knowledge Graphs

Smart Language Agents in Real-World Planning

Evaluating LLMs at Detecting Errors in LLM Responses

DetToolChain: A New Prompting Paradigm to Unleash Detection Ability of MLLM

Learning-From-Mistakes Prompting for Indigenous Language Translation