语言大模型 / LLM - arXivDaily 专题

2306.08302 2024-01-26 cs.CL cs.AI 90%

Unifying Large Language Models and Knowledge Graphs: A Roadmap

Shirui Pan, Linhao Luo, Yufei Wang, Chen Chen, Jiapu Wang, Xindong 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、cs.AI

Comments A short version of this paper was accepted by IEEE Transactions on Knowledge and Data Engineering (TKDE)

Journal ref IEEE Transactions on Knowledge and Data Engineering (TKDE) 2024

2401.13298 2024-01-25 cs.CL cs.AI 90%

Towards Explainable Harmful Meme Detection through Multimodal Debate between Large Language Models

Hongzhan Lin, Ziyang Luo, Wei Gao, Jing Ma, Bo Wang, Ruichao Yang

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

Comments The first work towards explainable harmful meme detection by harnessing advanced LLMs

Journal ref The ACM Web Conference 2024

2309.01538 2024-01-23 cs.AI cs.CL 90%

ChatRule: Mining Logical Rules with Large Language Models for Knowledge Graph Reasoning

Linhao Luo, Jiaxin Ju, Bo Xiong, Yuan-Fang Li, Gholamreza Haffari, Shirui Pan

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、cs.AI

Comments 11 pages, 4 figures

2401.09334 2024-01-18 cs.CL cs.AI 90%

Large Language Models Are Neurosymbolic Reasoners

Meng Fang, Shilong Deng, Yudi Zhang, Zijing Shi, Ling Chen, Mykola Pechenizkiy, Jun 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、cs.AI

Comments Accepted by AAAI 2024

2305.19555 2024-01-04 cs.CL cs.LG 90%

Large Language Models Are Not Strong Abstract Reasoners

Gaël Gendron, Qiming Bao, Michael Witbrock, Gillian Dobbie

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、cs.LG

Comments 50 pages, 14 pages for the main paper and 36 pages for the supplement, 35 figures, 17 tables. V3: performed additional experiments

2305.04388 2023-12-12 cs.CL cs.AI 90%

Language Models Don't Always Say What They Think: Unfaithful Explanations in Chain-of-Thought Prompting

Miles Turpin, Julian Michael, Ethan Perez, Samuel R. Bowman

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

Comments NeurIPS 2023

2311.17311 2023-11-30 cs.CL cs.AI 90%

Universal Self-Consistency for Large Language Model Generation

Xinyun Chen, Renat Aksitov, Uri Alon, Jie Ren, Kefan Xiao, Pengcheng Yin, Sushant Prakash, Charles Sutton, Xuezhi Wang, Denny Zhou

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、cs.AI

2206.10498 2023-11-28 cs.CL cs.AI 90%

PlanBench: An Extensible Benchmark for Evaluating Large Language Models on Planning and Reasoning about Change

Karthik Valmeekam, Matthew Marquez, Alberto Olmo, Sarath Sreedharan, Subbarao Kambhampati

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、cs.AI

Comments NeurIPS 2023 Track on Datasets and Benchmarks

2311.10227 2023-11-20 cs.AI cs.CL 90%

Think Twice: Perspective-Taking Improves Large Language Models' Theory-of-Mind Capabilities

Alex Wilf, Sihyun Shawn Lee, Paul Pu Liang, Louis-Philippe Morency

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、cs.AI

2305.15074 2023-10-24 cs.CL cs.AI 90%

Have LLMs Advanced Enough? A Challenging Problem Solving Benchmark For Large Language Models

Daman Arora, Himanshu Gaurav Singh, Mausam

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、cs.AI

Comments EMNLP 2023

2305.14333 2023-10-24 cs.CL cs.AI 90%

Automatic Model Selection with Large Language Models for Reasoning

James Xu Zhao, Yuxi Xie, Kenji Kawaguchi, Junxian He, Michael Qizhe Xie

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、cs.AI

Comments EMNLP 2023 Findings

2310.13552 2023-10-24 cs.CL cs.AI 90%

Self-prompted Chain-of-Thought on Large Language Models for Open-domain Multi-hop Reasoning

Jinyuan Wang, Junlong Li, Hai Zhao

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、cs.AI

Comments Accepted by Findings of EMNLP2023

2310.13439 2023-10-23 cs.CL cs.AI 90%

Self-Consistency of Large Language Models under Ambiguity

Henning Bartsch, Ole Jorgensen, Domenic Rosati, Jason Hoelscher-Obermaier, Jacob Pfau

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、cs.AI

Comments BlackboxNLP @ EMNLP 2023

2310.13332 2023-10-23 cs.CL cs.AI 90%

Democratizing Reasoning Ability: Tailored Learning from Large Language Model

Zhaoyang Wang, Shaohan Huang, Yuxuan Liu, Jiahai Wang, Minghui Song, Zihan Zhang, Haizhen Huang, Furu Wei, Weiwei Deng, Feng Sun, Qi 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、cs.AI

Comments To appear at EMNLP 2023

2310.07328 2023-10-23 cs.CL cs.AI 90%

An Empirical Study of Instruction-tuning Large Language Models in Chinese

Qingyi Si, Tong Wang, Zheng Lin, Xu Zhang, Yanan Cao, Weiping 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、cs.AI

Comments EMNLP 2023

2310.13065 2023-10-23 cs.RO cs.AI cs.LG 90%

Creative Robot Tool Use with Large Language Models

Mengdi Xu, Peide Huang, Wenhao Yu, Shiqi Liu, Xilun Zhang, Yaru Niu, Tingnan Zhang, Fei Xia, Jie Tan, Ding 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.AI、cs.LG

Comments 19 pages, 14 figures, 2 tables

2305.16986 2023-10-20 cs.CV cs.AI cs.CL cs.RO 90%

NavGPT: Explicit Reasoning in Vision-and-Language Navigation with Large Language Models

Gengze Zhou, Yicong Hong, Qi 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、cs.AI

2309.13078 2023-10-12 cs.AI cs.LG cs.PL 90%

LPML: LLM-Prompting Markup Language for Mathematical Reasoning

Ryutaro Yamauchi, Sho Sonoda, Akiyoshi Sannai, Wataru Kumagai

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

2310.03051 2023-10-06 cs.CL cs.AI 90%

How FaR Are Large Language Models From Agents with Theory-of-Mind?

Pei Zhou, Aman Madaan, Srividya Pranavi Potharaju, Aditya Gupta, Kevin R. McKee, Ari Holtzman, Jay Pujara, Xiang Ren, Swaroop Mishra, Aida Nematzadeh, Shyam Upadhyay, Manaal Faruqui

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、cs.AI

Comments Preprint, 18 pages, 6 figures, 6 tables

2309.08182 2023-09-21 cs.CL cs.AI 90%

Using Large Language Model to Solve and Explain Physics Word Problems Approaching Human Level

Jingzhe Ding, Yan Cen, Xinyuan Wei

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、cs.AI

Comments 9 pages, 6 figures

2308.11224 2023-09-12 cs.AI cs.CL 90%

Evaluating Large Language Models on Graphs: Performance Insights and Comparative Analysis

Chang Liu, Bo Wu

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、cs.AI

Comments 12 pages, 1 figure

2309.01352 2023-09-06 cs.CL cs.AI 90%

Self-driven Grounding: Large Language Model Agents with Automatical Language-aligned Skill Learning

Shaohui Peng, Xing Hu, Qi Yi, Rui Zhang, Jiaming Guo, Di Huang, Zikang Tian, Ruizhi Chen, Zidong Du, Qi Guo, Yunji Chen, Ling Li

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、cs.AI

2308.04679 2023-08-10 cs.CL cs.AI 90%

Sci-CoT: Leveraging Large Language Models for Enhanced Knowledge Distillation in Small Models for Scientific QA

Yuhan Ma, Haiqi Jiang, Chenyou Fan

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、cs.AI

2308.00447 2023-08-02 cs.AI cs.CL 90%

Structural Embeddings of Tools for Large Language Models

Eren Unlu

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、cs.AI

Comments 5 pages, 3 figures

2304.03086 2023-08-01 cs.CL cs.AI 90%

ChatGPT for Shaping the Future of Dentistry: The Potential of Multi-Modal Large Language Model

Hanyao Huang, Ou Zheng, Dongdong Wang, Jiayi Yin, Zijin Wang, Shengxuan Ding, Heng Yin, Chuan Xu, Renjie Yang, Qian Zheng, Bing Shi

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、cs.AI

Journal ref Int J Oral Sci. 2023 Jul 28;15(1):29

2307.07696 2023-07-18 cs.CL cs.AI cs.SC 90%

Coupling Large Language Models with Logic Programming for Robust and General Reasoning from Text

Zhun Yang, Adam Ishay, Joohyung Lee

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、cs.AI

Comments 32 pages, Findings of the Association for Computational Linguistics: ACL 2023, 5186-5219

2306.03197 2023-06-07 cs.AI cs.CL 90%

AutoScrum: Automating Project Planning Using Large Language Models

Martin Schroder

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、cs.AI

Comments 25 pages, 3 figures, demo: https://github.com/autoscrum/autoscrum

2302.00093 2023-06-07 cs.CL cs.AI 90%

Large Language Models Can Be Easily Distracted by Irrelevant Context

Freda Shi, Xinyun Chen, Kanishka Misra, Nathan Scales, David Dohan, Ed Chi, Nathanael Schärli, Denny Zhou

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、cs.AI

Comments Published in ICML 2023

2212.08410 2023-06-02 cs.CL cs.LG 90%

Teaching Small Language Models to Reason

Lucie Charlotte Magister, Jonathan Mallinson, Jakub Adamek, Eric Malmi, Aliaksei Severyn

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

2305.15334 2023-05-25 cs.CL cs.AI 90%

Gorilla: Large Language Model Connected with Massive APIs

Shishir G. Patil, Tianjun Zhang, Xin Wang, Joseph E. Gonzalez

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、cs.AI

1. 推理与问题求解 18788 篇

Unifying Large Language Models and Knowledge Graphs: A Roadmap

Towards Explainable Harmful Meme Detection through Multimodal Debate between Large Language Models

ChatRule: Mining Logical Rules with Large Language Models for Knowledge Graph Reasoning

Large Language Models Are Neurosymbolic Reasoners

Large Language Models Are Not Strong Abstract Reasoners

Language Models Don't Always Say What They Think: Unfaithful Explanations in Chain-of-Thought Prompting

Universal Self-Consistency for Large Language Model Generation

PlanBench: An Extensible Benchmark for Evaluating Large Language Models on Planning and Reasoning about Change

Think Twice: Perspective-Taking Improves Large Language Models' Theory-of-Mind Capabilities

Have LLMs Advanced Enough? A Challenging Problem Solving Benchmark For Large Language Models

Automatic Model Selection with Large Language Models for Reasoning

Self-prompted Chain-of-Thought on Large Language Models for Open-domain Multi-hop Reasoning

Self-Consistency of Large Language Models under Ambiguity

Democratizing Reasoning Ability: Tailored Learning from Large Language Model

An Empirical Study of Instruction-tuning Large Language Models in Chinese

Creative Robot Tool Use with Large Language Models

NavGPT: Explicit Reasoning in Vision-and-Language Navigation with Large Language Models

LPML: LLM-Prompting Markup Language for Mathematical Reasoning

How FaR Are Large Language Models From Agents with Theory-of-Mind?

Using Large Language Model to Solve and Explain Physics Word Problems Approaching Human Level

Evaluating Large Language Models on Graphs: Performance Insights and Comparative Analysis

Self-driven Grounding: Large Language Model Agents with Automatical Language-aligned Skill Learning

Sci-CoT: Leveraging Large Language Models for Enhanced Knowledge Distillation in Small Models for Scientific QA

Structural Embeddings of Tools for Large Language Models

ChatGPT for Shaping the Future of Dentistry: The Potential of Multi-Modal Large Language Model

Coupling Large Language Models with Logic Programming for Robust and General Reasoning from Text

AutoScrum: Automating Project Planning Using Large Language Models

Large Language Models Can Be Easily Distracted by Irrelevant Context

Teaching Small Language Models to Reason

Gorilla: Large Language Model Connected with Massive APIs