语言大模型 / LLM - arXivDaily 专题

2401.07128 2024-10-07 cs.CL cs.AI 90%

EHRAgent: Code Empowers Large Language Models for Few-shot Complex Tabular Reasoning on Electronic Health Records

Wenqi Shi, Ran Xu, Yuchen Zhuang, Yue Yu, Jieyu Zhang, Hang Wu, Yuanda Zhu, Joyce Ho, Carl Yang, May D. 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 in EMNLP 2024 main conference

2404.07103 2024-10-04 cs.CL cs.IR cs.LG 90%

Graph Chain-of-Thought: Augmenting Large Language Models by Reasoning on Graphs

Bowen Jin, Chulin Xie, Jiawei Zhang, Kashob Kumar Roy, Yu Zhang, Zheng Li, Ruirui Li, Xianfeng Tang, Suhang Wang, Yu Meng, Jiawei Han

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 21 pages. Code: https://github.com/PeterGriffinJin/Graph-CoT

Journal ref ACL 2024

2408.03247 2024-10-02 cs.CL cs.AI 90%

Unveiling Factual Recall Behaviors of Large Language Models through Knowledge Neurons

Yifei Wang, Yuheng Chen, Wanting Wen, Yu Sheng, Linjing Li, Daniel Dajun Zeng

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

2401.13223 2024-10-01 cs.CL cs.AI 90%

TAT-LLM: A Specialized Language Model for Discrete Reasoning over Tabular and Textual Data

Fengbin Zhu, Ziyang Liu, Fuli Feng, Chao Wang, Moxin Li, Tat-Seng Chua

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

Comments Accepted by ICAIF 24

2409.19012 2024-10-01 cs.CL cs.AI 90%

Lost in the Logic: An Evaluation of Large Language Models' Reasoning Capabilities on LSAT Logic Games

Saumya Malik

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 Bachelor's thesis. Dataset available on huggingface: https://huggingface.co/datasets/saumyamalik/lsat_logic_games-analytical_reasoning

2409.17416 2024-09-27 cs.CL cs.AI 90%

From Deception to Detection: The Dual Roles of Large Language Models in Fake News

Dorsaf Sallami, Yuan-Chen Chang, Esma Aïmeur

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

2407.13490 2024-09-26 cs.CL cs.AI 90%

Combining Constraint Programming Reasoning with Large Language Model Predictions

Florian Régin, Elisabetta De Maria, Alexandre Bonlarron

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 The 30th International Conference on Principles and Practice of Constraint Programming (CP 2024)

Journal ref In 30th International Conference on Principles and Practice of Constraint Programming (CP 2024). Leibniz International Proceedings in Informatics (LIPIcs), Volume 307, pp. 25:1-25:18, Schloss Dagstuhl - Leibniz-Zentrum fur Informatik (2024)

2409.14880 2024-09-24 cs.CL cs.AI 90%

End-to-End Graph Flattening Method for Large Language Models

Bin Hong, Jinze Wu, Jiayu Liu, Liang Ding, Jing Sha, Kai Zhang, Shijin Wang, Zhenya 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 2024 1st International Conference on Computational Linguistics and Natural Language Processing (CLNLP 2024)

2409.14762 2024-09-24 cs.CL cs.AI 90%

Do Large Language Models have Problem-Solving Capability under Incomplete Information Scenarios?

Yuyan Chen, Tianhao Yu, Yueze Li, Songzhou Yan, Sijia Liu, Jiaqing Liang, Yanghua Xiao

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 to ACL 2024 (Findings)

2409.14274 2024-09-24 cs.SE cs.AI cs.LG cs.LO cs.PL 90%

Proof Automation with Large Language Models

Minghai Lu, Benjamin Delaware, Tianyi 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.AI、cs.LG

Comments 12 pages, 15 figures, Accepted to ASE 2024

Journal ref In Proceedings of the 39th IEEE/ACM International Conference on Automated Software Engineering (ASE 2024)

2409.13753 2024-09-24 cs.MA cs.AI cs.CL cs.ET 90%

Synergistic Simulations: Multi-Agent Problem Solving with Large Language Models

Asher Sprigler, Alexander Drobek, Keagan Weinstock, Wendpanga Tapsoba, Gavin Childress, Andy Dao, Lucas Gral

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 15 pages, 5 figures, published in the MICS 2024 conference

2311.04915 2024-09-17 cs.CL cs.AI cs.HC 90%

Chain of Empathy: Enhancing Empathetic Response of Large Language Models Based on Psychotherapy Models

Yoon Kyung Lee, Inju Lee, Minjung Shin, Seoyeon Bae, Sowon Hahn

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

Journal ref Korean Journal of Cognitive Science. 2024, Vol. 35 Issue 1, p23-48. 26p

2409.08561 2024-09-16 cs.CL cs.AI 90%

Expediting and Elevating Large Language Model Reasoning via Hidden Chain-of-Thought Decoding

Tianqiao Liu, Zui Chen, Zitao Liu, Mi Tian, Weiqi Luo

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

2310.11616 2024-09-12 cs.CL cs.AI 90%

Evidence of interrelated cognitive-like capabilities in large language models: Indications of artificial general intelligence or achievement?

David Ilić, Gilles E. Gignac

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, 2 figures

Journal ref Intelligence, Volume 106, September/October 2024, 101858

2409.05521 2024-09-10 cs.CL cs.AI cs.SD 90%

Harmonic Reasoning in Large Language Models

Anna Kruspe

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

2407.13989 2024-09-05 cs.LG cs.AI 90%

Enhancing Graph Neural Networks with Limited Labeled Data by Actively Distilling Knowledge from Large Language Models

Quan Li, Tianxiang Zhao, Lingwei Chen, Junjie Xu, Suhang 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.AI、cs.LG

Comments 10 pages, 3 Figures

2406.11455 2024-08-30 cs.CL cs.AI 90%

Adaptive Reinforcement Learning Planning: Harnessing Large Language Models for Complex Information Extraction

Zepeng Ding, Ruiyang Ke, Wenhao Huang, Guochao Jiang, Yanda Li, Deqing Yang, Jiaqing Liang

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

2408.11319 2024-08-27 cs.CL cs.AI 90%

SarcasmBench: Towards Evaluating Large Language Models on Sarcasm Understanding

Yazhou Zhang, Chunwang Zou, Zheng Lian, Prayag Tiwari, Jing 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

2408.12188 2024-08-23 cs.CL cs.AI 90%

Reasoning Factual Knowledge in Structured Data with Large Language Models

Sirui Huang, Yanggan Gu, Xuming Hu, Zhonghao Li, Qing Li, Guandong Xu

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

2408.08869 2024-08-20 cs.CL cs.LG 90%

PEDAL: Enhancing Greedy Decoding with Large Language Models using Diverse Exemplars

Sumanth Prabhu

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

2408.09176 2024-08-20 cs.AI cs.CL cs.SC 90%

Cognitive LLMs: Towards Integrating Cognitive Architectures and Large Language Models for Manufacturing Decision-making

Siyu Wu, Alessandro Oltramari, Jonathan Francis, C. Lee Giles, Frank E. Ritter

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 20 pages, 8 figures, 2 tables

2408.06598 2024-08-14 cs.CL cs.AI 90%

A Perspective on Large Language Models, Intelligent Machines, and Knowledge Acquisition

Vladimir Cherkassky, Eng Hock 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

2407.14562 2024-08-13 cs.AI cs.CL 90%

Thought-Like-Pro: Enhancing Reasoning of Large Language Models through Self-Driven Prolog-based Chain-of-Thought

Xiaoyu Tan, Yongxin Deng, Xihe Qiu, Weidi Xu, Chao Qu, Wei Chu, Yinghui Xu, Yuan Qi

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

2408.04403 2024-08-09 cs.CL cs.AI 90%

Exploring Reasoning Biases in Large Language Models Through Syllogism: Insights from the NeuBAROCO Dataset

Kentaro Ozeki, Risako Ando, Takanobu Morishita, Hirohiko Abe, Koji Mineshima, Mitsuhiro Okada

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 To appear in Findings of the Association for Computational Linguistics: ACL 2024

2406.08223 2024-08-09 cs.AI cs.CL 90%

Research Trends for the Interplay between Large Language Models and Knowledge Graphs

Hanieh Khorashadizadeh, Fatima Zahra Amara, Morteza Ezzabady, Frédéric Ieng, Sanju Tiwari, Nandana Mihindukulasooriya, Jinghua Groppe, Soror Sahri, Farah Benamara, Sven Groppe

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

2408.03492 2024-08-08 cs.AI cs.CL 90%

Automated Theorem Provers Help Improve Large Language Model Reasoning

Lachlan McGinness, Peter Baumgartner

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 Proceedings LPAR 2024, EPiC Series in Computing, vol. 100, pp 51-69

2401.06836 2024-08-08 cs.CL cs.AI 90%

Enhancing Emotional Generation Capability of Large Language Models via Emotional Chain-of-Thought

Zaijing Li, Gongwei Chen, Rui Shao, Yuquan Xie, Dongmei Jiang, Liqiang Nie

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

2404.01869 2024-08-07 cs.CL cs.AI 90%

Beyond Accuracy: Evaluating the Reasoning Behavior of Large Language Models -- A Survey

Philipp Mondorf, Barbara Plank

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 COLM 2024, 27 pages, 2 figures

2408.01423 2024-08-05 cs.CL cs.AI 90%

Prompt Recursive Search: A Living Framework with Adaptive Growth in LLM Auto-Prompting

Xiangyu Zhao, Chengqian Ma

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

Comments 8 pages,4 figures

2401.11864 2024-08-02 cs.CL cs.AI 90%

Distilling Mathematical Reasoning Capabilities into Small Language Models

Xunyu Zhu, Jian Li, Yong Liu, Can Ma, Weiping Wang

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、cs.AI

Comments Accepted for publication in Neural Networks

1. 推理与问题求解 18936 篇

EHRAgent: Code Empowers Large Language Models for Few-shot Complex Tabular Reasoning on Electronic Health Records

Graph Chain-of-Thought: Augmenting Large Language Models by Reasoning on Graphs

Unveiling Factual Recall Behaviors of Large Language Models through Knowledge Neurons

TAT-LLM: A Specialized Language Model for Discrete Reasoning over Tabular and Textual Data

Lost in the Logic: An Evaluation of Large Language Models' Reasoning Capabilities on LSAT Logic Games

From Deception to Detection: The Dual Roles of Large Language Models in Fake News

Combining Constraint Programming Reasoning with Large Language Model Predictions

End-to-End Graph Flattening Method for Large Language Models

Do Large Language Models have Problem-Solving Capability under Incomplete Information Scenarios?

Proof Automation with Large Language Models

Synergistic Simulations: Multi-Agent Problem Solving with Large Language Models

Chain of Empathy: Enhancing Empathetic Response of Large Language Models Based on Psychotherapy Models

Expediting and Elevating Large Language Model Reasoning via Hidden Chain-of-Thought Decoding

Evidence of interrelated cognitive-like capabilities in large language models: Indications of artificial general intelligence or achievement?

Harmonic Reasoning in Large Language Models

Enhancing Graph Neural Networks with Limited Labeled Data by Actively Distilling Knowledge from Large Language Models

Adaptive Reinforcement Learning Planning: Harnessing Large Language Models for Complex Information Extraction

SarcasmBench: Towards Evaluating Large Language Models on Sarcasm Understanding

Reasoning Factual Knowledge in Structured Data with Large Language Models

PEDAL: Enhancing Greedy Decoding with Large Language Models using Diverse Exemplars

Cognitive LLMs: Towards Integrating Cognitive Architectures and Large Language Models for Manufacturing Decision-making

A Perspective on Large Language Models, Intelligent Machines, and Knowledge Acquisition

Thought-Like-Pro: Enhancing Reasoning of Large Language Models through Self-Driven Prolog-based Chain-of-Thought

Exploring Reasoning Biases in Large Language Models Through Syllogism: Insights from the NeuBAROCO Dataset

Research Trends for the Interplay between Large Language Models and Knowledge Graphs

Automated Theorem Provers Help Improve Large Language Model Reasoning

Enhancing Emotional Generation Capability of Large Language Models via Emotional Chain-of-Thought

Beyond Accuracy: Evaluating the Reasoning Behavior of Large Language Models -- A Survey

Prompt Recursive Search: A Living Framework with Adaptive Growth in LLM Auto-Prompting

Distilling Mathematical Reasoning Capabilities into Small Language Models