语言大模型 / LLM

Found in the Middle: Permutation Self-Consistency Improves Listwise Ranking in Large Language Models

Raphael Tang, Xinyu Zhang, Xueguang Ma, Jimmy Lin, Ferhan Ture

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 Accepted for publication at NAACL 2024. First two authors contributed equally; 10 pages, 6 figures

Missed Connections: Lateral Thinking Puzzles for Large Language Models

Graham Todd, Tim Merino, Sam Earle, Julian Togelius

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 8 pages, 3 figures

Reasoning on Efficient Knowledge Paths:Knowledge Graph Guides Large Language Model for Domain Question Answering

Yuqi Wang, Boran Jiang, Yi Luo, Dawei He, Peng Cheng, Liangcai Gao

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

Self-Polish: Enhance Reasoning in Large Language Models via Problem Refinement

Zhiheng Xi, Senjie Jin, Yuhao Zhou, Rui Zheng, Songyang Gao, Tao Gui, Qi Zhang, Xuanjing Huang

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 to EMNLP 2023 Findings. Codes and prompts are available at https://github.com/WooooDyy/Self-Polish

Self-Demos: Eliciting Out-of-Demonstration Generalizability in Large Language Models

Wei He, Shichun Liu, Jun Zhao, Yiwen Ding, Yi Lu, Zhiheng Xi, Tao Gui, Qi Zhang, Xuanjing Huang

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 to NAACL 2024 Findings

Can LLMs Master Math? Investigating Large Language Models on Math Stack Exchange

Ankit Satpute, Noah Giessing, Andre Greiner-Petter, Moritz Schubotz, Olaf Teschke, Akiko Aizawa, Bela Gipp

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 for publication at the 47th International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR) July 14--18, 2024, Washington D.C.,USA

Enhance Reasoning for Large Language Models in the Game Werewolf

Shuang Wu, Liwen Zhu, Tao Yang, Shiwei Xu, Qiang Fu, Yang Wei, Haobo Fu

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

Empowering Autonomous Driving with Large Language Models: A Safety Perspective

Yixuan Wang, Ruochen Jiao, Sinong Simon Zhan, Chengtian Lang, Chao Huang, Zhaoran Wang, Zhuoran Yang, Qi Zhu

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 Accepted to LLMAgent workshop @ICLR2024

VideoAgent: Long-form Video Understanding with Large Language Model as Agent

Xiaohan Wang, Yuhui Zhang, Orr Zohar, Serena Yeung-Levy

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.CL、cs.AI

Large Language Models Cannot Self-Correct Reasoning Yet

Jie Huang, Xinyun Chen, Swaroop Mishra, Huaixiu Steven Zheng, Adams Wei Yu, Xinying Song, Denny 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.CL、cs.AI

Comments ICLR 2024

Can Large Language Models do Analytical Reasoning?

Yebowen Hu, Kaiqiang Song, Sangwoo Cho, Xiaoyang Wang, Hassan Foroosh, Dong Yu, Fei Liu

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

ToolNet: Connecting Large Language Models with Massive Tools via Tool Graph

Xukun Liu, Zhiyuan Peng, Xiaoyuan Yi, Xing Xie, Lirong Xiang, Yuchen Liu, Dongkuan Xu

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

Reasoning on Graphs: Faithful and Interpretable Large Language Model Reasoning

Linhao Luo, 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 Accepted by ICLR 2024

ThoughtSource: A central hub for large language model reasoning data

Simon Ott, Konstantin Hebenstreit, Valentin Liévin, Christoffer Egeberg Hother, Milad Moradi, Maximilian Mayrhauser, Robert Praas, Ole Winther, Matthias Samwald

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 Revision: added datasets, formatting

Journal ref Scientific Data 10, 528 (2023)

ConceptMath: A Bilingual Concept-wise Benchmark for Measuring Mathematical Reasoning of Large Language Models

Yanan Wu, Jie Liu, Xingyuan Bu, Jiaheng Liu, Zhanhui Zhou, Yuanxing Zhang, Chenchen Zhang, Zhiqi Bai, Haibin Chen, Tiezheng Ge, Wanli Ouyang, Wenbo Su, Bo Zheng

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.CL、cs.AI

Comments The benchmark dataset will be released soon

Consolidating Trees of Robotic Plans Generated Using Large Language Models to Improve Reliability

Md Sadman Sakib, Yu 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、cs.AI

Large Language Models in Cryptocurrency Securities Cases: Can a GPT Model Meaningfully Assist Lawyers?

Arianna Trozze, Toby Davies, Bennett Kleinberg

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

Do Large Language Models Understand Logic or Just Mimick Context?

Junbing Yan, Chengyu Wang, Jun Huang, Wei 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、cs.AI

Applying Large Language Models and Chain-of-Thought for Automatic Scoring

Gyeong-Geon Lee, Ehsan Latif, Xuansheng Wu, Ninghao Liu, Xiaoming Zhai

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

MLCopilot: Unleashing the Power of Large Language Models in Solving Machine Learning Tasks

Lei Zhang, Yuge Zhang, Kan Ren, Dongsheng Li, Yuqing Yang

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 Accepted as a conference paper at EACL 2024

Structured Chemistry Reasoning with Large Language Models

Siru Ouyang, Zhuosheng Zhang, Bing Yan, Xuan Liu, Yejin Choi, Jiawei Han, Lianhui Qin

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 Work in progress

Leveraging Large Language Models for Hybrid Workplace Decision Support

Yujin Kim, Chin-Chia Hsu

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

Large language model empowered participatory urban planning

Zhilun Zhou, Yuming Lin, Yong 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

Comments 26 pages, 7 figures, 2 tables

Creativity Support in the Age of Large Language Models: An Empirical Study Involving Emerging Writers

Tuhin Chakrabarty, Vishakh Padmakumar, Faeze Brahman, Smaranda Muresan

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

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

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

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

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

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

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