语言大模型 / LLM - arXivDaily 专题

2404.13070 2024-05-01 cs.CL cs.AI 88%

Evidence from counterfactual tasks supports emergent analogical reasoning in large language models

Taylor Webb, Keith J. Holyoak, Hongjing Lu

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

2404.17136 2024-04-29 cs.DB cs.AI cs.CL 88%

Automated Data Visualization from Natural Language via Large Language Models: An Exploratory Study

Yang Wu, Yao Wan, Hongyu Zhang, Yulei Sui, Wucai Wei, Wei Zhao, Guandong Xu, Hai Jin

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

2403.03627 2024-04-29 cs.CL cs.AI 88%

Multimodal Large Language Models to Support Real-World Fact-Checking

Jiahui Geng, Yova Kementchedjhieva, Preslav Nakov, Iryna Gurevych

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

2404.16478 2024-04-26 cs.CL cs.AI 88%

Evaluating Consistency and Reasoning Capabilities of Large Language Models

Yash Saxena, Sarthak Chopra, Arunendra Mani Tripathi

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

2404.14662 2024-04-24 cs.LG cs.CL cs.PL cs.SE 88%

NExT: Teaching Large Language Models to Reason about Code Execution

Ansong Ni, Miltiadis Allamanis, Arman Cohan, Yinlin Deng, Kensen Shi, Charles Sutton, Pengcheng Yin

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

Comments 35 pages

2404.11500 2024-04-18 cs.CL cs.AI 88%

Paraphrase and Solve: Exploring and Exploiting the Impact of Surface Form on Mathematical Reasoning in Large Language Models

Yue Zhou, Yada Zhu, Diego Antognini, Yoon Kim, Yang Zhang

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

Comments Accepted to the main conference of NAACL (2024)

2402.05932 2024-04-12 cs.RO cs.AI cs.CL 88%

Driving Everywhere with Large Language Model Policy Adaptation

Boyi Li, Yue Wang, Jiageng Mao, Boris Ivanovic, Sushant Veer, Karen Leung, Marco Pavone

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

Comments CVPR 2024, featured in GTC 2024: https://www.youtube.com/watch?v=t-UPlPlrYgQ&t=51s

2404.06962 2024-04-11 cs.LG cs.AI 88%

Advancing Real-time Pandemic Forecasting Using Large Language Models: A COVID-19 Case Study

Hongru Du, Jianan Zhao, Yang Zhao, Shaochong Xu, Xihong Lin, Yiran Chen, Lauren M. Gardner, Hao Frank Yang

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

Comments 35 pages, 10 figures

2404.04293 2024-04-09 cs.CL cs.AI 88%

Reason from Fallacy: Enhancing Large Language Models' Logical Reasoning through Logical Fallacy Understanding

Yanda Li, Dixuan Wang, Jiaqing Liang, Guochao Jiang, Qianyu He, Yanghua Xiao, Deqing Yang

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

2404.03891 2024-04-08 cs.RO cs.AI cs.LG 88%

Can only LLMs do Reasoning?: Potential of Small Language Models in Task Planning

Gawon Choi, Hyemin Ahn

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

Comments 8 pages, 11 figures

2310.05452 2024-04-08 cs.AI cs.CL 88%

Parrot Mind: Towards Explaining the Complex Task Reasoning of Pretrained Large Language Models with Template-Content Structure

Haotong Yang, Fanxu Meng, Zhouchen Lin, Muhan Zhang

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

2312.05209 2024-04-03 cs.AI cs.CL 88%

HALO: An Ontology for Representing and Categorizing Hallucinations in Large Language Models

Navapat Nananukul, Mayank Kejriwal

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

Comments This paper has been accepted and orally presented in "SPIE Defense + Commercial Sensing (DCS 2024)" in National Harbor, Maryland, April 2024

2312.02051 2024-03-29 cs.CV cs.AI cs.CL 88%

TimeChat: A Time-sensitive Multimodal Large Language Model for Long Video Understanding

Shuhuai Ren, Linli Yao, Shicheng Li, Xu Sun, Lu Hou

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

Comments CVPR 2024 camera-ready version, code is available at https://github.com/RenShuhuai-Andy/TimeChat

2403.09887 2024-03-28 cs.CL cs.AI 88%

Sabiá-2: A New Generation of Portuguese Large Language Models

Thales Sales Almeida, Hugo Abonizio, Rodrigo Nogueira, Ramon Pires

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

2307.05300 2024-03-27 cs.AI cs.CL 88%

Unleashing the Emergent Cognitive Synergy in Large Language Models: A Task-Solving Agent through Multi-Persona Self-Collaboration

Zhenhailong Wang, Shaoguang Mao, Wenshan Wu, Tao Ge, Furu Wei, Heng Ji

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

Comments Accepted as a main conference paper at NAACL 2024

2311.07954 2024-03-26 cs.AI cs.CL 88%

A Closer Look at the Self-Verification Abilities of Large Language Models in Logical Reasoning

Ruixin Hong, Hongming Zhang, Xinyu Pang, Dong Yu, Changshui Zhang

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

Comments NAACL 2024 Main Conference

2402.18807 2024-03-01 cs.CL cs.AI 88%

On the Decision-Making Abilities in Role-Playing using Large Language Models

Chenglei Shen, Guofu Xie, Xiao Zhang, Jun Xu

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

2310.14053 2024-02-27 cs.LG cs.CL cs.SE 88%

Beyond Accuracy: Evaluating Self-Consistency of Code Large Language Models with IdentityChain

Marcus J. Min, Yangruibo Ding, Luca Buratti, Saurabh Pujar, Gail Kaiser, Suman Jana, Baishakhi Ray

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

Comments ICLR 2024

2402.08955 2024-02-15 cs.AI cs.CL 88%

Using Counterfactual Tasks to Evaluate the Generality of Analogical Reasoning in Large Language Models

Martha Lewis, Melanie Mitchell

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

2312.17661 2024-01-01 cs.CL cs.AI cs.CV 88%

Gemini in Reasoning: Unveiling Commonsense in Multimodal Large Language Models

Yuqing Wang, Yun Zhao

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

Comments Data and results are available at: https://github.com/EternityYW/Gemini-Commonsense-Evaluation/

2312.08926 2023-12-19 cs.AI cs.CL 88%

Modeling Complex Mathematical Reasoning via Large Language Model based MathAgent

Haoran Liao, Qinyi Du, Shaohua Hu, Hao He, Yanyan Xu, Jidong Tian, Yaohui Jin

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

Comments There are unfair comparisons on miniF2F. This will be fixed in the future

2312.01090 2023-12-19 cs.AI cs.CL 88%

Self Generated Wargame AI: Double Layer Agent Task Planning Based on Large Language Model

Y. Sun, J. Zhao, C. Yu, W. Wang, X. Zhou

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

2312.09241 2023-12-15 cs.LG cs.CL 88%

TinyGSM: achieving >80% on GSM8k with small language models

Bingbin Liu, Sebastien Bubeck, Ronen Eldan, Janardhan Kulkarni, Yuanzhi Li, Anh Nguyen, Rachel Ward, Yi Zhang

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

2311.11135 2023-11-21 cs.CL cs.AI 88%

A Principled Framework for Knowledge-enhanced Large Language Model

Saizhuo Wang, Zhihan Liu, Zhaoran Wang, Jian Guo

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

Comments 10 pages

2311.07582 2023-11-15 cs.CL cs.AI 88%

Evaluating the Potential of Leading Large Language Models in Reasoning Biology Questions

Xinyu Gong, Jason Holmes, Yiwei Li, Zhengliang Liu, Qi Gan, Zihao Wu, Jianli Zhang, Yusong Zou, Yuxi Teng, Tian Jiang, Hongtu Zhu, Wei Liu, Tianming Liu, Yajun Yan

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

2305.03353 2023-11-08 cs.CL cs.AI 88%

MindGames: Targeting Theory of Mind in Large Language Models with Dynamic Epistemic Modal Logic

Damien Sileo, Antoine Lernould

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

Comments Accepted at EMNLP Findings 2023

2305.15269 2023-11-07 cs.CL cs.AI 88%

Testing the General Deductive Reasoning Capacity of Large Language Models Using OOD Examples

Abulhair Saparov, Richard Yuanzhe Pang, Vishakh Padmakumar, Nitish Joshi, Seyed Mehran Kazemi, Najoung Kim, He He

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

Comments Published as a conference paper at NeurIPS 2023

2305.15080 2023-10-27 cs.CL cs.AI 88%

Visually-Situated Natural Language Understanding with Contrastive Reading Model and Frozen Large Language Models

Geewook Kim, Hodong Lee, Daehee Kim, Haeji Jung, Sanghee Park, Yoonsik Kim, Sangdoo Yun, Taeho Kil, Bado Lee, Seunghyun Park

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

Comments 22 pages; To appear at EMNLP 2023 Main Conference (Project page: https://naver-ai.github.io/cream )

2310.12971 2023-10-26 cs.CV cs.AI cs.CL 88%

CLAIR: Evaluating Image Captions with Large Language Models

David Chan, Suzanne Petryk, Joseph E. Gonzalez, Trevor Darrell, John Canny

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

Comments To Appear at EMNLP 2023

2310.15337 2023-10-25 cs.AI cs.CL cs.CY 88%

Moral Foundations of Large Language Models

Marwa Abdulhai, Gregory Serapio-Garcia, Clément Crepy, Daria Valter, John Canny, Natasha Jaques

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

1. 推理与问题求解 18837 篇

Evidence from counterfactual tasks supports emergent analogical reasoning in large language models

Automated Data Visualization from Natural Language via Large Language Models: An Exploratory Study

Multimodal Large Language Models to Support Real-World Fact-Checking

Evaluating Consistency and Reasoning Capabilities of Large Language Models

NExT: Teaching Large Language Models to Reason about Code Execution

Paraphrase and Solve: Exploring and Exploiting the Impact of Surface Form on Mathematical Reasoning in Large Language Models

Driving Everywhere with Large Language Model Policy Adaptation

Advancing Real-time Pandemic Forecasting Using Large Language Models: A COVID-19 Case Study

Reason from Fallacy: Enhancing Large Language Models' Logical Reasoning through Logical Fallacy Understanding

Can only LLMs do Reasoning?: Potential of Small Language Models in Task Planning

Parrot Mind: Towards Explaining the Complex Task Reasoning of Pretrained Large Language Models with Template-Content Structure

HALO: An Ontology for Representing and Categorizing Hallucinations in Large Language Models

TimeChat: A Time-sensitive Multimodal Large Language Model for Long Video Understanding

Sabiá-2: A New Generation of Portuguese Large Language Models

Unleashing the Emergent Cognitive Synergy in Large Language Models: A Task-Solving Agent through Multi-Persona Self-Collaboration

A Closer Look at the Self-Verification Abilities of Large Language Models in Logical Reasoning

On the Decision-Making Abilities in Role-Playing using Large Language Models

Beyond Accuracy: Evaluating Self-Consistency of Code Large Language Models with IdentityChain

Using Counterfactual Tasks to Evaluate the Generality of Analogical Reasoning in Large Language Models

Gemini in Reasoning: Unveiling Commonsense in Multimodal Large Language Models

Modeling Complex Mathematical Reasoning via Large Language Model based MathAgent

Self Generated Wargame AI: Double Layer Agent Task Planning Based on Large Language Model

TinyGSM: achieving >80% on GSM8k with small language models

A Principled Framework for Knowledge-enhanced Large Language Model

Evaluating the Potential of Leading Large Language Models in Reasoning Biology Questions

MindGames: Targeting Theory of Mind in Large Language Models with Dynamic Epistemic Modal Logic

Testing the General Deductive Reasoning Capacity of Large Language Models Using OOD Examples

Visually-Situated Natural Language Understanding with Contrastive Reading Model and Frozen Large Language Models

CLAIR: Evaluating Image Captions with Large Language Models

Moral Foundations of Large Language Models