语言大模型 / LLM - arXivDaily 专题

2310.01446 2024-12-24 cs.CL cs.AI 91%

Adaptive-Solver Framework for Dynamic Strategy Selection in Large Language Model Reasoning

Jianpeng Zhou, Wanjun Zhong, Yanlin Wang, Jiahai Wang

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

Comments Accepted by Information Processing & Management

2310.07064 2024-12-23 cs.AI cs.CL 91%

Large Language Models can Learn Rules

Zhaocheng Zhu, Yuan Xue, Xinyun Chen, Denny Zhou, Jian Tang, Dale Schuurmans, Hanjun Dai

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

2408.10839 2024-12-20 cs.CL cs.LG 91%

Benchmarking Large Language Models for Math Reasoning Tasks

Kathrin Seßler, Yao Rong, Emek Gözlüklü, Enkelejda Kasneci

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

Comments This work has been submitted to the IEEE for possible publication

2409.12437 2024-12-18 cs.CL cs.LG 91%

Enhancing Logical Reasoning in Large Language Models through Graph-based Synthetic Data

Jiaming Zhou, Abbas Ghaddar, Ge Zhang, Liheng Ma, Yaochen Hu, Soumyasundar Pal, Mark Coates, Bin Wang, Yingxue Zhang, Jianye Hao

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

2410.23856 2024-11-01 cs.CL cs.LG 91%

Can Language Models Perform Robust Reasoning in Chain-of-thought Prompting with Noisy Rationales?

Zhanke Zhou, Rong Tao, Jianing Zhu, Yiwen Luo, Zengmao Wang, Bo Han

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

Comments Accepted by NeurIPS 2024

2407.04467 2024-10-16 cs.AI cs.CL cs.GT 91%

Are Large Language Models Strategic Decision Makers? A Study of Performance and Bias in Two-Player Non-Zero-Sum Games

Nathan Herr, Fernando Acero, Roberta Raileanu, María Pérez-Ortiz, Zhibin Li

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

2410.09037 2024-10-14 cs.CL cs.AI 91%

Mentor-KD: Making Small Language Models Better Multi-step Reasoners

Hojae Lee, Junho Kim, SangKeun Lee

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

Comments EMNLP 2024

2408.07705 2024-08-16 cs.IR cs.AI cs.CL 91%

Enhancing Supply Chain Visibility with Knowledge Graphs and Large Language Models

Sara AlMahri, Liming Xu, Alexandra Brintrup

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

2402.15809 2024-08-09 cs.AI cs.CL 91%

Empowering Large Language Model Agents through Action Learning

Haiteng Zhao, Chang Ma, Guoyin Wang, Jing Su, Lingpeng Kong, Jingjing Xu, Zhi-Hong Deng, Hongxia Yang

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

Comments 9 pages

2406.16891 2024-06-26 cs.CL cs.AI 91%

Survey on Reasoning Capabilities and Accessibility of Large Language Models Using Biology-related Questions

Michael Ackerman

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

Comments 19 pages, 5 figures

2310.03965 2024-06-18 cs.AI cs.CL 91%

Thought Propagation: An Analogical Approach to Complex Reasoning with Large Language Models

Junchi Yu, Ran He, Rex Ying

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

Comments ICLR 2024

2406.04568 2024-06-10 cs.SE cs.AI cs.LG 91%

StackSight: Unveiling WebAssembly through Large Language Models and Neurosymbolic Chain-of-Thought Decompilation

Weike Fang, Zhejian Zhou, Junzhou He, Weihang Wang

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

Comments 9 pages. In the Proceedings of the 41st International Conference on Machine Learning (ICML' 24)

2405.14767 2024-05-28 q-fin.ST cs.CL cs.LG q-fin.TR 91%

FinRobot: An Open-Source AI Agent Platform for Financial Applications using Large Language Models

Hongyang Yang, Boyu Zhang, Neng Wang, Cheng Guo, Xiaoli Zhang, Likun Lin, Junlin Wang, Tianyu Zhou, Mao Guan, Runjia Zhang, Christina Dan Wang

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

Comments FinRobot Whitepaper V1.0

2405.13004 2024-05-24 cs.CL cs.AI 91%

MathDivide: Improved mathematical reasoning by large language models

Saksham Sahai Srivastava, Ashutosh Gandhi

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

Comments 10 pages, 3 figures

2405.01392 2024-05-03 cs.RO cs.AI cs.LG cs.MA physics.space-ph 91%

LLMSat: A Large Language Model-Based Goal-Oriented Agent for Autonomous Space Exploration

David Maranto

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

Comments B.A.Sc thesis

2404.18638 2024-04-30 cs.AI cs.CL 91%

Reinforcement Learning Problem Solving with Large Language Models

Sina Gholamian, Domingo Huh

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

2312.02439 2024-04-23 cs.AI cs.CL cs.CV 91%

Let's Think Outside the Box: Exploring Leap-of-Thought in Large Language Models with Creative Humor Generation

Shanshan Zhong, Zhongzhan Huang, Shanghua Gao, Wushao Wen, Liang Lin, Marinka Zitnik, Pan Zhou

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

Comments Technical report

2403.14358 2024-03-22 cs.LG cs.AI q-bio.BM 91%

Exploring the Potential of Large Language Models in Graph Generation

Yang Yao, Xin Wang, Zeyang Zhang, Yijian Qin, Ziwei Zhang, Xu Chu, Yuekui Yang, Wenwu Zhu, Hong Mei

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

2402.03776 2024-03-04 cs.CL cs.AI 91%

Large Language Models As MOOCs Graders

Shahriar Golchin, Nikhil Garuda, Christopher Impey, Matthew Wenger

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

Comments v1.3 preprint

2310.18338 2024-02-28 cs.CL cs.AI 91%

Small Language Models Fine-tuned to Coordinate Larger Language Models improve Complex Reasoning

Gurusha Juneja, Subhabrata Dutta, Soumen Chakrabarti, Sunny Manchanda, Tanmoy Chakraborty

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

Comments EMNLP 2023 (Typos corrected)

2401.03630 2024-02-12 cs.MA cs.AI cs.CL 91%

Why Solving Multi-agent Path Finding with Large Language Model has not Succeeded Yet

Weizhe Chen, Sven Koenig, Bistra Dilkina

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

2401.14003 2024-01-26 cs.CL cs.AI 91%

ConstraintChecker: A Plugin for Large Language Models to Reason on Commonsense Knowledge Bases

Quyet V. Do, Tianqing Fang, Shizhe Diao, Zhaowei Wang, Yangqiu Song

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

Comments Proceedings of EACL 2024

2401.10279 2024-01-22 cs.IR cs.AI cs.CL 91%

A systematic review of geospatial location embedding approaches in large language models: A path to spatial AI systems

Sean Tucker

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

Comments 20 pages, 11 figures, 3 appendices

2309.15074 2023-12-27 cs.CL cs.AI cs.HC cs.NI 91%

Natural Language based Context Modeling and Reasoning for Ubiquitous Computing with Large Language Models: A Tutorial

Haoyi Xiong, Jiang Bian, Sijia Yang, Xiaofei Zhang, Linghe Kong, Daqing Zhang

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

Comments Under review

2311.17351 2023-11-30 cs.AI cs.CL 91%

Exploring Large Language Models for Human Mobility Prediction under Public Events

Yuebing Liang, Yichao Liu, Xiaohan Wang, Zhan Zhao

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

2310.05028 2023-11-27 cs.AI cs.CL 91%

Revisiting Large Language Models as Zero-shot Relation Extractors

Guozheng Li, Peng Wang, Wenjun Ke

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

Comments Findings of EMNLP 2023

2311.04954 2023-11-10 cs.CL cs.AI 91%

Prompt Sketching for Large Language Models

Luca Beurer-Kellner, Mark Niklas Müller, Marc Fischer, Martin Vechev

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

2311.03033 2023-11-07 cs.LG cs.AI 91%

Beyond Words: A Mathematical Framework for Interpreting Large Language Models

Javier González, Aditya V. Nori

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

Comments 4 figures, 18 pages

2310.18322 2023-10-31 cs.CL cs.AI 91%

What's Next in Affective Modeling? Large Language Models

Nutchanon Yongsatianchot, Tobias Thejll-Madsen, Stacy Marsella

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

Journal ref 11th International Conference on Affective Computing and Intelligent Interaction Workshop and Demo (ACIIW) 2023 1-7

2305.12295 2023-10-20 cs.CL cs.AI 91%

Logic-LM: Empowering Large Language Models with Symbolic Solvers for Faithful Logical Reasoning

Liangming Pan, Alon Albalak, Xinyi Wang, William Yang Wang

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

Comments EMNLP 2023 (Findings, long paper)

1. 推理与问题求解 18875 篇

Adaptive-Solver Framework for Dynamic Strategy Selection in Large Language Model Reasoning

Large Language Models can Learn Rules

Benchmarking Large Language Models for Math Reasoning Tasks

Enhancing Logical Reasoning in Large Language Models through Graph-based Synthetic Data

Can Language Models Perform Robust Reasoning in Chain-of-thought Prompting with Noisy Rationales?

Are Large Language Models Strategic Decision Makers? A Study of Performance and Bias in Two-Player Non-Zero-Sum Games

Mentor-KD: Making Small Language Models Better Multi-step Reasoners

Enhancing Supply Chain Visibility with Knowledge Graphs and Large Language Models

Empowering Large Language Model Agents through Action Learning

Survey on Reasoning Capabilities and Accessibility of Large Language Models Using Biology-related Questions

Thought Propagation: An Analogical Approach to Complex Reasoning with Large Language Models

StackSight: Unveiling WebAssembly through Large Language Models and Neurosymbolic Chain-of-Thought Decompilation

FinRobot: An Open-Source AI Agent Platform for Financial Applications using Large Language Models

MathDivide: Improved mathematical reasoning by large language models

LLMSat: A Large Language Model-Based Goal-Oriented Agent for Autonomous Space Exploration

Reinforcement Learning Problem Solving with Large Language Models

Let's Think Outside the Box: Exploring Leap-of-Thought in Large Language Models with Creative Humor Generation

Exploring the Potential of Large Language Models in Graph Generation

Large Language Models As MOOCs Graders

Small Language Models Fine-tuned to Coordinate Larger Language Models improve Complex Reasoning

Why Solving Multi-agent Path Finding with Large Language Model has not Succeeded Yet

ConstraintChecker: A Plugin for Large Language Models to Reason on Commonsense Knowledge Bases

A systematic review of geospatial location embedding approaches in large language models: A path to spatial AI systems

Natural Language based Context Modeling and Reasoning for Ubiquitous Computing with Large Language Models: A Tutorial

Exploring Large Language Models for Human Mobility Prediction under Public Events

Revisiting Large Language Models as Zero-shot Relation Extractors

Prompt Sketching for Large Language Models

Beyond Words: A Mathematical Framework for Interpreting Large Language Models

What's Next in Affective Modeling? Large Language Models

Logic-LM: Empowering Large Language Models with Symbolic Solvers for Faithful Logical Reasoning