语言大模型 / LLM - arXivDaily 专题

2410.14211 2025-03-14 cs.CL 90%

Paths-over-Graph: Knowledge Graph Empowered Large Language Model Reasoning

Xingyu Tan, Xiaoyang Wang, Qing Liu, Xiwei Xu, Xin Yuan, Wenjie 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 Accepted by The Web Conference 2025 (WWW, 2025)

2503.03960 2025-03-07 cs.CL 90%

Performance Comparison of Large Language Models on Advanced Calculus Problems

In Hak Moon

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

2501.10421 2025-02-28 cs.CY cs.AI cs.HC 90%

CodEv: An Automated Grading Framework Leveraging Large Language Models for Consistent and Constructive Feedback

En-Qi Tseng, Pei-Cing Huang, Chan Hsu, Peng-Yi Wu, Chan-Tung Ku, Yihuang Kang

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

2310.03249 2025-02-25 cs.CL 90%

Can Large Language Models be Good Path Planners? A Benchmark and Investigation on Spatial-temporal Reasoning

Mohamed Aghzal, Erion Plaku, Ziyu Yao

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

2410.23528 2025-02-21 cs.CL 90%

Large Language Models for Patient Comments Multi-Label Classification

Hajar Sakai, Sarah S. Lam, Mohammadsadegh Mikaeili, Joshua Bosire, Franziska Jovin

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

2502.13119 2025-02-20 cs.CL 90%

STEER-ME: Assessing the Microeconomic Reasoning of Large Language Models

Narun Raman, Taylor Lundy, Thiago Amin, Jesse Perla, Kevin Leyton-Brown

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 18 pages, 11 figures

2502.12510 2025-02-19 cs.CL 90%

Aspect-Guided Multi-Level Perturbation Analysis of Large Language Models in Automated Peer Review

Jiatao Li, Yanheng Li, Xinyu Hu, Mingqi Gao, Xiaojun Wan

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

2406.10400 2025-02-18 cs.CL 90%

Self-Reflection Makes Large Language Models Safer, Less Biased, and Ideologically Neutral

Fengyuan Liu, Nouar AlDahoul, Gregory Eady, Yasir Zaki, Talal Rahwan

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

2502.00817 2025-02-04 cs.CL 90%

Probing Large Language Models in Reasoning and Translating Complex Linguistic Puzzles

Zheng-Lin Lin, Yu-Fei Shih, Shu-Kai Hsieh

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 8 pages, 8 figures

2501.00906 2025-01-06 cs.MA cs.AI cs.MM 90%

Large Language Model Based Multi-Agent System Augmented Complex Event Processing Pipeline for Internet of Multimedia Things

Talha Zeeshan, Abhishek Kumar, Susanna Pirttikangas, Sasu Tarkoma

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)

2501.01332 2025-01-03 cs.CL 90%

Decoding Knowledge in Large Language Models: A Framework for Categorization and Comprehension

Yanbo Fang, Ruixiang Tang

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

2412.11995 2024-12-17 cs.HC cs.AI cs.CY 90%

Combining Large Language Models with Tutoring System Intelligence: A Case Study in Caregiver Homework Support

Devika Venugopalan, Ziwen Yan, Conrad Borchers, Jionghao Lin, Vincent Aleven

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 Full research paper accepted to Learning Analytics and Knowledge (LAK 2025)

2412.09906 2024-12-16 cs.CL 90%

Enhancing the Reasoning Capabilities of Small Language Models via Solution Guidance Fine-Tuning

Jing Bi, Yuting Wu, Weiwei Xing, Zhenjie Wei

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

Comments 11 pages, 4 figures, to be published in The 31st International Conference on Computational Linguistics (COLING 2025)

2412.02081 2024-12-04 cs.CL 90%

Let's Think Var-by-Var: Large Language Models Enable Ad Hoc Probabilistic Reasoning

Shepard Xia, Brian Lu, Jason Eisner

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

2410.02953 2024-12-03 cs.CL 90%

Unlocking Structured Thinking in Language Models with Cognitive Prompting

Oliver Kramer, Jill Baumann

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 6 pages, submitted to ESANN 2025

2411.19443 2024-12-02 cs.CL 90%

Auto-RAG: Autonomous Retrieval-Augmented Generation for Large Language Models

Tian Yu, Shaolei Zhang, Yang Feng

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 Code is available at https://github.com/ictnlp/Auto-RAG

2309.06275 2024-11-20 cs.CL 90%

Re-Reading Improves Reasoning in Large Language Models

Xiaohan Xu, Chongyang Tao, Tao Shen, Can Xu, Hongbo Xu, Guodong Long, Jian-guang Lou, Shuai Ma

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 2024 Main

2407.12979 2024-11-12 cs.LG 90%

Leveraging Environment Interaction for Automated PDDL Translation and Planning with Large Language Models

Sadegh Mahdavi, Raquel Aoki, Keyi Tang, Yanshuai Cao

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 Neurips 2024

2410.19084 2024-10-28 cs.CL 90%

GCoder: Improving Large Language Model for Generalized Graph Problem Solving

Qifan Zhang, Xiaobin Hong, Jianheng Tang, Nuo Chen, Yuhan Li, Wenzhong Li, Jing Tang, Jia Li

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

2407.00938 2024-10-08 cs.CL cs.CY 90%

MalAlgoQA: Pedagogical Evaluation of Counterfactual Reasoning in Large Language Models and Implications for AI in Education

Naiming Liu, Shashank Sonkar, Myco Le, Richard Baraniuk

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 at EMNLP 2024 Findings Track

2311.06985 2024-10-07 cs.CL 90%

Large Language Models are In-context Teachers for Knowledge Reasoning

Jiachen Zhao, Zonghai Yao, Zhichao Yang, Hong Yu

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 24 Findings

2410.02308 2024-10-04 cs.CL 90%

Traffic Light or Light Traffic? Investigating Phrasal Semantics in Large Language Models

Rui Meng, Ye Liu, Lifu Tu, Daqing He, Yingbo Zhou, Semih Yavuz

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 2024

2405.14092 2024-10-04 cs.CL 90%

Large Language Models Can Self-Correct with Key Condition Verification

Zhenyu Wu, Qingkai Zeng, Zhihan Zhang, Zhaoxuan Tan, Chao Shen, Meng Jiang

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 2024 - Camera Ready

2405.13448 2024-10-04 cs.CL 90%

Distilling Instruction-following Abilities of Large Language Models with Task-aware Curriculum Planning

Yuanhao Yue, Chengyu Wang, Jun Huang, Peng Wang

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 emnlp 2024 findings

2407.16221 2024-09-25 cs.CL 90%

Do LLMs Know When to NOT Answer? Investigating Abstention Abilities of Large Language Models

Nishanth Madhusudhan, Sathwik Tejaswi Madhusudhan, Vikas Yadav, Masoud Hashemi

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 8 pages (excluding limitations, references and appendix) and 5 figures

2401.12117 2024-08-23 cs.CL 90%

The Curious Case of Nonverbal Abstract Reasoning with Multi-Modal Large Language Models

Kian Ahrabian, Zhivar Sourati, Kexuan Sun, Jiarui Zhang, Yifan Jiang, Fred Morstatter, Jay Pujara

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 21 pages

2407.20564 2024-07-31 cs.CL 90%

CLR-Fact: Evaluating the Complex Logical Reasoning Capability of Large Language Models over Factual Knowledge

Tianshi Zheng, Jiaxin Bai, Yicheng Wang, Tianqing Fang, Yue Guo, Yauwai Yim, 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 9 pages

2407.14644 2024-07-29 cs.CL 90%

Human-Interpretable Adversarial Prompt Attack on Large Language Models with Situational Context

Nilanjana Das, Edward Raff, Manas Gaur

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

2404.05449 2024-07-19 cs.CL 90%

RoT: Enhancing Large Language Models with Reflection on Search Trees

Wenyang Hui, Kewei Tu

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 main

2407.01009 2024-07-02 cs.CL 90%

DynaThink: Fast or Slow? A Dynamic Decision-Making Framework for Large Language Models

Jiabao Pan, Yan Zhang, Chen Zhang, Zuozhu Liu, Hongwei Wang, Haizhou 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)

1. 推理与问题求解 18875 篇

Paths-over-Graph: Knowledge Graph Empowered Large Language Model Reasoning

Performance Comparison of Large Language Models on Advanced Calculus Problems

CodEv: An Automated Grading Framework Leveraging Large Language Models for Consistent and Constructive Feedback

Can Large Language Models be Good Path Planners? A Benchmark and Investigation on Spatial-temporal Reasoning

Large Language Models for Patient Comments Multi-Label Classification

STEER-ME: Assessing the Microeconomic Reasoning of Large Language Models

Aspect-Guided Multi-Level Perturbation Analysis of Large Language Models in Automated Peer Review

Self-Reflection Makes Large Language Models Safer, Less Biased, and Ideologically Neutral

Probing Large Language Models in Reasoning and Translating Complex Linguistic Puzzles

Large Language Model Based Multi-Agent System Augmented Complex Event Processing Pipeline for Internet of Multimedia Things

Decoding Knowledge in Large Language Models: A Framework for Categorization and Comprehension

Combining Large Language Models with Tutoring System Intelligence: A Case Study in Caregiver Homework Support

Enhancing the Reasoning Capabilities of Small Language Models via Solution Guidance Fine-Tuning

Let's Think Var-by-Var: Large Language Models Enable Ad Hoc Probabilistic Reasoning

Unlocking Structured Thinking in Language Models with Cognitive Prompting

Auto-RAG: Autonomous Retrieval-Augmented Generation for Large Language Models

Re-Reading Improves Reasoning in Large Language Models

Leveraging Environment Interaction for Automated PDDL Translation and Planning with Large Language Models

GCoder: Improving Large Language Model for Generalized Graph Problem Solving

MalAlgoQA: Pedagogical Evaluation of Counterfactual Reasoning in Large Language Models and Implications for AI in Education

Large Language Models are In-context Teachers for Knowledge Reasoning

Traffic Light or Light Traffic? Investigating Phrasal Semantics in Large Language Models

Large Language Models Can Self-Correct with Key Condition Verification

Distilling Instruction-following Abilities of Large Language Models with Task-aware Curriculum Planning

Do LLMs Know When to NOT Answer? Investigating Abstention Abilities of Large Language Models

The Curious Case of Nonverbal Abstract Reasoning with Multi-Modal Large Language Models

CLR-Fact: Evaluating the Complex Logical Reasoning Capability of Large Language Models over Factual Knowledge

Human-Interpretable Adversarial Prompt Attack on Large Language Models with Situational Context

RoT: Enhancing Large Language Models with Reflection on Search Trees

DynaThink: Fast or Slow? A Dynamic Decision-Making Framework for Large Language Models