语言大模型 / LLM - arXivDaily 专题

2408.16756 2025-02-18 cs.CL 89%

How Well Do LLMs Handle Cantonese? Benchmarking Cantonese Capabilities of Large Language Models

Jiyue Jiang, Pengan Chen, Liheng Chen, Sheng Wang, Qinghang Bao, Lingpeng Kong, Yu Li, Chuan Wu

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

Comments Accepted by NAACL 2025

2502.09565 2025-02-14 cs.AI physics.chem-ph 89%

MDCrow: Automating Molecular Dynamics Workflows with Large Language Models

Quintina Campbell, Sam Cox, Jorge Medina, Brittany Watterson, Andrew D. White

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

2502.08908 2025-02-14 cs.AI 89%

Reinforced Large Language Model is a formal theorem prover

Zhiling Luo

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

2502.07087 2025-02-12 cs.LG 89%

Evaluating the Systematic Reasoning Abilities of Large Language Models through Graph Coloring

Alex Heyman, Joel Zylberberg

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.LG

Comments 23 pages (8 excluding references and appendices); 8 figures (3 excluding appendices)

2501.13381 2025-02-12 cs.CL 89%

Do as We Do, Not as You Think: the Conformity of Large Language Models

Zhiyuan Weng, Guikun Chen, Wenguan Wang

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

Comments ICLR 2025 (Oral). Code: https://github.com/Zhiyuan-Weng/BenchForm

2410.14399 2025-02-11 cs.CL 89%

SylloBio-NLI: Evaluating Large Language Models on Biomedical Syllogistic Reasoning

Magdalena Wysocka, Danilo Carvalho, Oskar Wysocki, Marco Valentino, Andre Freitas

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

2502.04389 2025-02-10 cs.SE cs.AI 89%

Overcoming Vision Language Model Challenges in Diagram Understanding: A Proof-of-Concept with XML-Driven Large Language Models Solutions

Shue Shiinoki, Ryo Koshihara, Hayato Motegi, Masumi Morishige

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 The related code is available at \url{https://github.com/galirage/spreadsheet-intelligence}, which provides the core library developed for this research. The experimental code using this library can be found at \url{https://github.com/galirage/XMLDriven-Diagram-Understanding}

2409.17539 2025-02-10 cs.CL 89%

Logic-of-Thought: Injecting Logic into Contexts for Full Reasoning in Large Language Models

Tongxuan Liu, Wenjiang Xu, Weizhe Huang, Yuting Zeng, Jiaxing Wang, Xingyu Wang, Hailong Yang, Jing Li

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

Comments 18 pages, Accepted to NAACL2025

2402.13602 2025-02-04 cs.CV cs.AI 89%

Hybrid Reasoning Based on Large Language Models for Autonomous Car Driving

Mehdi Azarafza, Mojtaba Nayyeri, Charles Steinmetz, Steffen Staab, Achim Rettberg

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 12 pages, 5 figures

2501.18738 2025-02-03 cs.CL 89%

Examining the Robustness of Large Language Models across Language Complexity

Jiayi Zhang

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

2407.14487 2025-02-03 cs.CL 89%

Evaluating the Reliability of Self-Explanations in Large Language Models

Korbinian Randl, John Pavlopoulos, Aron Henriksson, Tony Lindgren

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

Comments Non peer-reviewed preprint. Presented at Discovery Science 2024. Peer-reviewed version published in the Springer Lecture Notes in Computer Science (vol 15243)

Journal ref Lecture Notes in Computer Science(2025), vol 15243. Springer, Cham

2404.19369 2025-01-30 cs.CL cs.HC 89%

Evaluating Telugu Proficiency in Large Language Models_ A Comparative Analysis of ChatGPT and Gemini

Katikela Sreeharsha Kishore, Rahimanuddin Shaik

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

Comments Disparities in fundamental understandings about the article between the authors

2501.15120 2025-01-28 cs.IR cs.DB cs.ET cs.LG 89%

Technology Mapping with Large Language Models

Minh Hieu Nguyen, Hien Thu Pham, Hiep Minh Ha, Ngoc Quang Hung Le, Jun Jo

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

Comments Technical Report

2312.14856 2025-01-28 cs.SE cs.AI 89%

Turbulence: Systematically and Automatically Testing Instruction-Tuned Large Language Models for Code

Shahin Honarvar, Mark van der Wilk, Alastair Donaldson

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 Updated to the ICST2025 conference version

2310.20151 2025-01-22 cs.CL cs.RO cs.SY eess.SY 89%

Multi-Agent Consensus Seeking via Large Language Models

Huaben Chen, Wenkang Ji, Lufeng Xu, Shiyu Zhao

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

2310.19740 2025-01-22 cs.CL 89%

Exploring the Reliability of Large Language Models as Customized Evaluators for Diverse NLP Tasks

Qintong Li, Leyang Cui, Lingpeng Kong, Wei Bi

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

Comments We release our resources at \url{https://github.com/qtli/CoEval}

2307.09998 2025-01-14 cs.CL math.HO 89%

Controlling Equational Reasoning in Large Language Models with Prompt Interventions

Jordan Meadows, Marco Valentino, Andre Freitas

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

Comments AAAI 2025 (7 pages)

2412.18537 2025-01-07 cs.CL 89%

Harnessing Large Language Models for Knowledge Graph Question Answering via Adaptive Multi-Aspect Retrieval-Augmentation

Derong Xu, Xinhang Li, Ziheng Zhang, Zhenxi Lin, Zhihong Zhu, Zhi Zheng, Xian Wu, Xiangyu Zhao, Tong Xu, Enhong Chen

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

Comments Accepted by AAAI'2025

2501.01246 2025-01-03 cs.CL 89%

Large Language Model-Enhanced Symbolic Reasoning for Knowledge Base Completion

Qiyuan He, Jianfei Yu, Wenya Wang

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

2405.14619 2024-12-31 cs.SE cs.AI 89%

exLong: Generating Exceptional Behavior Tests with Large Language Models

Jiyang Zhang, Yu Liu, Pengyu Nie, Junyi Jessy Li, Milos Gligoric

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

Comments ICSE 2025 (camera ready)

2412.19211 2024-12-30 cs.LG 89%

Large Language Models Meet Graph Neural Networks: A Perspective of Graph Mining

Yuxin You, Zhen Liu, Xiangchao Wen, Yongtao Zhang, Wei Ai

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.LG

2412.18279 2024-12-25 cs.AI 89%

Improving Multi-Step Reasoning Abilities of Large Language Models with Direct Advantage Policy Optimization

Jiacai Liu, Chaojie Wang, Chris Yuhao Liu, Liang Zeng, Rui Yan, Yiwen Sun, Yang Liu, Yahui Zhou

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

2411.00042 2024-12-24 cs.CL 89%

Improving Math Problem Solving in Large Language Models Through Categorization and Strategy Tailoring

Amogh Akella

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

2412.14986 2024-12-20 cs.CL 89%

Chain-of-MetaWriting: Linguistic and Textual Analysis of How Small Language Models Write Young Students Texts

Ioana Buhnila, Georgeta Cislaru, Amalia Todirascu

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

Comments Accepted at WRAICOGS 2025 (Writing Aids at the Crossroads of AI, Cognitive Science, and NLP) co-located with COLING 2025

2412.06593 2024-12-19 cs.CL 89%

Anchoring Bias in Large Language Models: An Experimental Study

Jiaxu Lou, Yifan Sun

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

2404.04752 2024-12-18 cs.AI cs.MA 89%

Challenges Faced by Large Language Models in Solving Multi-Agent Flocking

Peihan Li, Vishnu Menon, Bhavanaraj Gudiguntla, Daniel Ting, Lifeng Zhou

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

2409.13183 2024-12-17 cs.CL 89%

$\textit{SKIntern}$: Internalizing Symbolic Knowledge for Distilling Better CoT Capabilities into Small Language Models

Huanxuan Liao, Shizhu He, Yupu Hao, Xiang Li, Yuanzhe Zhang, Jun Zhao, Kang Liu

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

Comments Accepted to COLING 2025

2311.08385 2024-12-17 cs.CL 89%

Aligning Large Language Models with Human Opinions through Persona Selection and Value--Belief--Norm Reasoning

Do Xuan Long, Kenji Kawaguchi, Min-Yen Kan, Nancy F. Chen

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

Comments COLING 2025

2412.09817 2024-12-16 cs.CV cs.CL 89%

Enhancing Multimodal Large Language Models Complex Reason via Similarity Computation

Xiaofeng Zhang, Fanshuo Zeng, Yihao Quan, Zheng Hui, Jiawei Yao

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

2412.08317 2024-12-12 cs.CL 89%

Large Language Models Still Face Challenges in Multi-Hop Reasoning with External Knowledge

Haotong Zhang

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

1. 推理与问题求解 18971 篇

How Well Do LLMs Handle Cantonese? Benchmarking Cantonese Capabilities of Large Language Models

MDCrow: Automating Molecular Dynamics Workflows with Large Language Models

Reinforced Large Language Model is a formal theorem prover

Evaluating the Systematic Reasoning Abilities of Large Language Models through Graph Coloring

Do as We Do, Not as You Think: the Conformity of Large Language Models

SylloBio-NLI: Evaluating Large Language Models on Biomedical Syllogistic Reasoning

Overcoming Vision Language Model Challenges in Diagram Understanding: A Proof-of-Concept with XML-Driven Large Language Models Solutions

Logic-of-Thought: Injecting Logic into Contexts for Full Reasoning in Large Language Models

Hybrid Reasoning Based on Large Language Models for Autonomous Car Driving

Examining the Robustness of Large Language Models across Language Complexity

Evaluating the Reliability of Self-Explanations in Large Language Models

Evaluating Telugu Proficiency in Large Language Models_ A Comparative Analysis of ChatGPT and Gemini

Technology Mapping with Large Language Models

Turbulence: Systematically and Automatically Testing Instruction-Tuned Large Language Models for Code

Multi-Agent Consensus Seeking via Large Language Models

Exploring the Reliability of Large Language Models as Customized Evaluators for Diverse NLP Tasks

Controlling Equational Reasoning in Large Language Models with Prompt Interventions

Harnessing Large Language Models for Knowledge Graph Question Answering via Adaptive Multi-Aspect Retrieval-Augmentation

Large Language Model-Enhanced Symbolic Reasoning for Knowledge Base Completion

exLong: Generating Exceptional Behavior Tests with Large Language Models

Large Language Models Meet Graph Neural Networks: A Perspective of Graph Mining

Improving Multi-Step Reasoning Abilities of Large Language Models with Direct Advantage Policy Optimization

Improving Math Problem Solving in Large Language Models Through Categorization and Strategy Tailoring

Chain-of-MetaWriting: Linguistic and Textual Analysis of How Small Language Models Write Young Students Texts

Anchoring Bias in Large Language Models: An Experimental Study

Challenges Faced by Large Language Models in Solving Multi-Agent Flocking

$\textit{SKIntern}$: Internalizing Symbolic Knowledge for Distilling Better CoT Capabilities into Small Language Models

Aligning Large Language Models with Human Opinions through Persona Selection and Value--Belief--Norm Reasoning

Enhancing Multimodal Large Language Models Complex Reason via Similarity Computation

Large Language Models Still Face Challenges in Multi-Hop Reasoning with External Knowledge