语言大模型 / LLM - arXivDaily 专题

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)

2406.11698 2024-06-18 cs.CL 90%

Meta Reasoning for Large Language Models

Peizhong Gao, Ao Xie, Shaoguang Mao, Wenshan Wu, Yan Xia, Haipeng Mi, Furu Wei

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

2310.13571 2024-06-07 cs.CL 90%

Why Can Large Language Models Generate Correct Chain-of-Thoughts?

Rasul Tutunov, Antoine Grosnit, Juliusz Ziomek, Jun Wang, Haitham Bou-Ammar

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

2306.06427 2024-06-04 cs.CL 90%

Boosting Language Models Reasoning with Chain-of-Knowledge Prompting

Jianing Wang, Qiushi Sun, Xiang Li, Ming Gao

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 ACL 2024

2404.15845 2024-04-25 cs.CL 90%

Exploring LLM Prompting Strategies for Joint Essay Scoring and Feedback Generation

Maja Stahl, Leon Biermann, Andreas Nehring, Henning Wachsmuth

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

Comments Accepted to BEA Workshop 2024

2404.02893 2024-04-04 cs.CL 90%

ChatGLM-Math: Improving Math Problem-Solving in Large Language Models with a Self-Critique Pipeline

Yifan Xu, Xiao Liu, Xinghan Liu, Zhenyu Hou, Yueyan Li, Xiaohan Zhang, Zihan Wang, Aohan Zeng, Zhengxiao Du, Wenyi Zhao, Jie Tang, Yuxiao Dong

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

2307.07697 2024-03-26 cs.CL 90%

Think-on-Graph: Deep and Responsible Reasoning of Large Language Model on Knowledge Graph

Jiashuo Sun, Chengjin Xu, Lumingyuan Tang, Saizhuo Wang, Chen Lin, Yeyun Gong, Lionel M. Ni, Heung-Yeung Shum, Jian Guo

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 ICLR 2024

2403.03558 2024-03-07 cs.CL 90%

Benchmarking Hallucination in Large Language Models based on Unanswerable Math Word Problem

Yuhong Sun, Zhangyue Yin, Qipeng Guo, Jiawen Wu, Xipeng Qiu, Hui Zhao

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

Comments 11 pages, 8 figures, accepted by LREC-Coling 2024

2312.13557 2023-12-22 cs.IR cs.AI 90%

Empowering Few-Shot Recommender Systems with Large Language Models -- Enhanced Representations

Zhoumeng Wang

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 10 pages

2311.12065 2023-11-22 cs.CV cs.AI 90%

Few-Shot Classification & Segmentation Using Large Language Models Agent

Tian Meng, Yang Tao, Wuliang Yin

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 18731 篇

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

Meta Reasoning for Large Language Models

Why Can Large Language Models Generate Correct Chain-of-Thoughts?

Boosting Language Models Reasoning with Chain-of-Knowledge Prompting

Exploring LLM Prompting Strategies for Joint Essay Scoring and Feedback Generation

ChatGLM-Math: Improving Math Problem-Solving in Large Language Models with a Self-Critique Pipeline

Think-on-Graph: Deep and Responsible Reasoning of Large Language Model on Knowledge Graph

Benchmarking Hallucination in Large Language Models based on Unanswerable Math Word Problem

Empowering Few-Shot Recommender Systems with Large Language Models -- Enhanced Representations

Few-Shot Classification & Segmentation Using Large Language Models Agent