语言大模型 / LLM - arXivDaily 专题

2404.14741 2024-10-08 cs.CL cs.AI 86%

Generate-on-Graph: Treat LLM as both Agent and KG in Incomplete Knowledge Graph Question Answering

Yao Xu, Shizhu He, Jiabei Chen, Zihao Wang, Yangqiu Song, Hanghang Tong, Guang Liu, Kang Liu, Jun Zhao

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 EMNLP 2024 Main

2410.02338 2024-10-07 cs.CL cs.AI 86%

How Much Can RAG Help the Reasoning of LLM?

Jingyu Liu, Jiaen Lin, Yong 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、cs.AI

2406.19502 2024-10-07 cs.CL cs.AI 86%

Hierarchical Deconstruction of LLM Reasoning: A Graph-Based Framework for Analyzing Knowledge Utilization

Miyoung Ko, Sue Hyun Park, Joonsuk Park, Minjoon Seo

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 published at EMNLP 2024; code is available at https://github.com/kaistAI/knowledge-reasoning

2410.02231 2024-10-04 cs.AI cs.LG cs.SY eess.SY 86%

SEAL: SEmantic-Augmented Imitation Learning via Language Model

Chengyang Gu, Yuxin Pan, Haotian Bai, Hui Xiong, Yize Chen

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 18 pages, 5 figures, in submission

2409.20502 2024-10-01 cs.LG cs.AI cs.CV cs.GR 86%

COLLAGE: Collaborative Human-Agent Interaction Generation using Hierarchical Latent Diffusion and Language Models

Divyanshu Daiya, Damon Conover, Aniket Bera

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 9 pages, 6 figures

2409.20303 2024-10-01 cs.CL cs.AI 86%

A Looming Replication Crisis in Evaluating Behavior in Language Models? Evidence and Solutions

Laurène Vaugrante, Mathias Niepert, Thilo Hagendorff

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

2406.12585 2024-10-01 cs.CL cs.AI 86%

Breaking the Ceiling of the LLM Community by Treating Token Generation as a Classification for Ensembling

Yao-Ching Yu, Chun-Chih Kuo, Ziqi Ye, Yu-Cheng Chang, Yueh-Se 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

Comments Accepted to EMNLP 2024

2409.17433 2024-09-27 cs.CL cs.AI 86%

HDFlow: Enhancing LLM Complex Problem-Solving with Hybrid Thinking and Dynamic Workflows

Wenlin Yao, Haitao Mi, Dong Yu

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 27 pages, 5 figures

2402.03175 2024-09-25 cs.LG cs.AI 86%

Beyond the Black Box: A Statistical Model for LLM Reasoning and Inference

Siddhartha Dalal, Vishal Misra

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

2407.12366 2024-09-23 cs.CV cs.AI cs.CL cs.RO 86%

NavGPT-2: Unleashing Navigational Reasoning Capability for Large Vision-Language Models

Gengze Zhou, Yicong Hong, Zun Wang, Xin Eric Wang, Qi Wu

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 Accepted to ECCV 2024

2409.01326 2024-09-04 cs.RO cs.AI cs.LG 86%

Grounding Language Models in Autonomous Loco-manipulation Tasks

Jin Wang, Nikos Tsagarakis

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 Summit to ICRA@40. arXiv admin note: substantial text overlap with arXiv:2406.14655

2408.16018 2024-08-30 cs.CR cs.AI cs.LG 86%

SPICED: Syntactical Bug and Trojan Pattern Identification in A/MS Circuits using LLM-Enhanced Detection

Jayeeta Chaudhuri, Dhruv Thapar, Arjun Chaudhuri, Farshad Firouzi, Krishnendu Chakrabarty

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

Comments Accepted at PAINE'24

2403.03870 2024-08-28 cs.CL cs.LG 86%

Learning to Decode Collaboratively with Multiple Language Models

Shannon Zejiang Shen, Hunter Lang, Bailin Wang, Yoon Kim, David Sontag

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.LG

Comments 16 pages, 4 figures, 11 tables

2405.00981 2024-08-21 cs.AI cs.CL 86%

Bayesian Optimization with LLM-Based Acquisition Functions for Natural Language Preference Elicitation

David Eric Austin, Anton Korikov, Armin Toroghi, Scott Sanner

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

2408.01107 2024-08-15 cs.CL cs.AI cs.IR 86%

BioRAG: A RAG-LLM Framework for Biological Question Reasoning

Chengrui Wang, Qingqing Long, Meng Xiao, Xunxin Cai, Chengjun Wu, Zhen Meng, Xuezhi Wang, Yuanchun 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、cs.AI

Comments 12 pages, 7 figures

2407.20244 2024-07-31 cs.CL cs.AI 86%

Steamroller Problems: An Evaluation of LLM Reasoning Capability with Automated Theorem Prover Strategies

Lachlan McGinness, Peter Baumgartner

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

2406.00554 2024-07-23 cs.CL cs.AI 86%

Guiding and Diversifying LLM-Based Story Generation via Answer Set Programming

Phoebe J. Wang, Max Kreminski

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 Wordplay @ ACL 2024

2406.17663 2024-07-22 cs.CL cs.AI cs.LO 86%

LLM-ARC: Enhancing LLMs with an Automated Reasoning Critic

Aditya Kalyanpur, Kailash Karthik Saravanakumar, Victor Barres, Jennifer Chu-Carroll, David Melville, David Ferrucci

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

2406.18626 2024-06-28 q-bio.QM cs.AI cs.CL 86%

An LLM-based Knowledge Synthesis and Scientific Reasoning Framework for Biomedical Discovery

Oskar Wysocki, Magdalena Wysocka, Danilo Carvalho, Alex Teodor Bogatu, Danilo Miranda Gusicuma, Maxime Delmas, Harriet Unsworth, Andre Freitas

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 for ACL 2024 System Demonstration Track

2403.14932 2024-06-25 cs.CL cs.AI 86%

Extending Token Computation for LLM Reasoning

Bingli Liao, Danilo Vasconcellos Vargas

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

2402.11436 2024-06-19 cs.CL cs.AI 86%

Pride and Prejudice: LLM Amplifies Self-Bias in Self-Refinement

Wenda Xu, Guanglei Zhu, Xuandong Zhao, Liangming Pan, Lei Li, William Yang 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、cs.AI

2402.03781 2024-06-11 q-bio.QM cs.AI cs.LG 86%

MolTC: Towards Molecular Relational Modeling In Language Models

Junfeng Fang, Shuai Zhang, Chang Wu, Zhengyi Yang, Zhiyuan Liu, Sihang Li, Kun Wang, Wenjie Du, Xiang 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 ACL 2024

2305.15255 2024-06-03 cs.CL cs.LG cs.SD eess.AS 86%

Spoken Question Answering and Speech Continuation Using Spectrogram-Powered LLM

Eliya Nachmani, Alon Levkovitch, Roy Hirsch, Julian Salazar, Chulayuth Asawaroengchai, Soroosh Mariooryad, Ehud Rivlin, RJ Skerry-Ryan, Michelle Tadmor Ramanovich

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 ICLR 2024 camera-ready

2405.17893 2024-05-29 cs.CL cs.AI 86%

Arithmetic Reasoning with LLM: Prolog Generation & Permutation

Xiaocheng Yang, Bingsen Chen, Yik-Cheung Tam

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 12 pages, 4 figures, accepted by NAACL 2024 Main Conference

2405.17386 2024-05-28 cs.CL cs.AI 86%

MindMerger: Efficient Boosting LLM Reasoning in non-English Languages

Zixian Huang, Wenhao Zhu, Gong Cheng, Lei Li, Fei 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.CL、cs.AI

2310.18659 2024-05-28 cs.AI cs.CL 86%

DetermLR: Augmenting LLM-based Logical Reasoning from Indeterminacy to Determinacy

Hongda Sun, Weikai Xu, Wei Liu, Jian Luan, Bin Wang, Shuo Shang, Ji-Rong Wen, Rui Yan

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 at ACL 2024 Main, Code repo: https://github.com/XiaoMi/DetermLR

2403.12482 2024-05-24 cs.AI cs.CL cs.CY cs.MA 86%

Embodied LLM Agents Learn to Cooperate in Organized Teams

Xudong Guo, Kaixuan Huang, Jiale Liu, Wenhui Fan, Natalia Vélez, Qingyun Wu, Huazheng Wang, Thomas L. Griffiths, Mengdi 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、cs.AI

2302.00923 2024-05-21 cs.CL cs.AI cs.CV 86%

Multimodal Chain-of-Thought Reasoning in Language Models

Zhuosheng Zhang, Aston Zhang, Mu Li, Hai Zhao, George Karypis, Alex Smola

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 Published in Transactions on Machine Learning Research

2405.02178 2024-05-14 cs.CL cs.AI 86%

Assessing and Verifying Task Utility in LLM-Powered Applications

Negar Arabzadeh, Siqing Huo, Nikhil Mehta, Qinqyun Wu, Chi Wang, Ahmed Awadallah, Charles L. A. Clarke, Julia Kiseleva

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 arXiv admin note: text overlap with arXiv:2402.09015

2405.01534 2024-05-03 cs.LG cs.AI cs.CV cs.RO 86%

Plan-Seq-Learn: Language Model Guided RL for Solving Long Horizon Robotics Tasks

Murtaza Dalal, Tarun Chiruvolu, Devendra Chaplot, Ruslan Salakhutdinov

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 Published at ICLR 2024. Website at https://mihdalal.github.io/planseqlearn/ 9 pages, 3 figures, 3 tables; 14 pages appendix (7 additional figures)

1. 推理与问题求解 18857 篇

Generate-on-Graph: Treat LLM as both Agent and KG in Incomplete Knowledge Graph Question Answering

How Much Can RAG Help the Reasoning of LLM?

Hierarchical Deconstruction of LLM Reasoning: A Graph-Based Framework for Analyzing Knowledge Utilization

SEAL: SEmantic-Augmented Imitation Learning via Language Model

COLLAGE: Collaborative Human-Agent Interaction Generation using Hierarchical Latent Diffusion and Language Models

A Looming Replication Crisis in Evaluating Behavior in Language Models? Evidence and Solutions

Breaking the Ceiling of the LLM Community by Treating Token Generation as a Classification for Ensembling

HDFlow: Enhancing LLM Complex Problem-Solving with Hybrid Thinking and Dynamic Workflows

Beyond the Black Box: A Statistical Model for LLM Reasoning and Inference

NavGPT-2: Unleashing Navigational Reasoning Capability for Large Vision-Language Models

Grounding Language Models in Autonomous Loco-manipulation Tasks

SPICED: Syntactical Bug and Trojan Pattern Identification in A/MS Circuits using LLM-Enhanced Detection

Learning to Decode Collaboratively with Multiple Language Models

Bayesian Optimization with LLM-Based Acquisition Functions for Natural Language Preference Elicitation

BioRAG: A RAG-LLM Framework for Biological Question Reasoning

Steamroller Problems: An Evaluation of LLM Reasoning Capability with Automated Theorem Prover Strategies

Guiding and Diversifying LLM-Based Story Generation via Answer Set Programming

LLM-ARC: Enhancing LLMs with an Automated Reasoning Critic

An LLM-based Knowledge Synthesis and Scientific Reasoning Framework for Biomedical Discovery

Extending Token Computation for LLM Reasoning

Pride and Prejudice: LLM Amplifies Self-Bias in Self-Refinement

MolTC: Towards Molecular Relational Modeling In Language Models

Spoken Question Answering and Speech Continuation Using Spectrogram-Powered LLM

Arithmetic Reasoning with LLM: Prolog Generation & Permutation

MindMerger: Efficient Boosting LLM Reasoning in non-English Languages

DetermLR: Augmenting LLM-based Logical Reasoning from Indeterminacy to Determinacy

Embodied LLM Agents Learn to Cooperate in Organized Teams

Multimodal Chain-of-Thought Reasoning in Language Models

Assessing and Verifying Task Utility in LLM-Powered Applications

Plan-Seq-Learn: Language Model Guided RL for Solving Long Horizon Robotics Tasks