语言大模型 / LLM - arXivDaily 专题

2504.20769 2025-04-30 cs.CL cs.AI cs.LG 90%

Chain-of-Defensive-Thought: Structured Reasoning Elicits Robustness in Large Language Models against Reference Corruption

Wenxiao Wang, Parsa Hosseini, Soheil Feizi

机构 * Department of Computer Science, University of Maryland, College Park, Maryland, USA（计算机科学系，马里兰大学，College Park，马里兰，美国）

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、cs.LG

2310.03026 2025-04-16 cs.RO cs.AI cs.CL cs.CV cs.LG 90%

LanguageMPC: Large Language Models as Decision Makers for Autonomous Driving

Hao Sha, Yao Mu, Yuxuan Jiang, Li Chen, Chenfeng Xu, Ping Luo, Shengbo Eben Li, Masayoshi Tomizuka, Wei Zhan, Mingyu Ding

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、cs.LG

2411.03321 2025-04-07 cs.AI cs.CL cs.LG 90%

Towards More Accurate US Presidential Election via Multi-step Reasoning with Large Language Models

Chenxiao Yu, Zhaotian Weng, Yuangang Li, Zheng Li, Xiyang Hu, Yue Zhao

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、cs.LG

Comments This research is ongoing work. Xiyang Hu and Yue Zhao are the corresponding authors

2503.20430 2025-03-27 cs.IR 90%

RALLRec+: Retrieval Augmented Large Language Model Recommendation with Reasoning

Sichun Luo, Jian Xu, Xiaojie Zhang, Linrong Wang, Sicong Liu, Hanxu Hou, Linqi 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 arXiv admin note: substantial text overlap with arXiv:2502.06101

2404.14395 2025-03-06 cs.CL cs.AI cs.LG 90%

PARAMANU-GANITA: Can Small Math Language Models Rival with Large Language Models on Mathematical Reasoning?

Mitodru Niyogi, Arnab Bhattacharya

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

2402.02611 2025-03-04 cs.AI cs.CL cs.LG 90%

FCoReBench: Can Large Language Models Solve Challenging First-Order Combinatorial Reasoning Problems?

Chinmay Mittal, Krishna Kartik, Mausam, Parag Singla

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、cs.LG

2502.11775 2025-02-18 cs.CV 90%

video-SALMONN-o1: Reasoning-enhanced Audio-visual Large Language Model

Guangzhi Sun, Yudong Yang, Jimin Zhuang, Changli Tang, Yixuan Li, Wei Li, Zejun MA, Chao Zhang

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)

2405.14075 2025-02-18 cs.CL cs.AI cs.LG 90%

$T^2$ of Thoughts: Temperature Tree Elicits Reasoning in Large Language Models

Chengkun Cai, Xu Zhao, Yucheng Du, Haoliang Liu, Lei Li

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、cs.LG

Comments 8 pages, 4 figures

2406.11132 2025-02-17 cs.CL cs.AI cs.LG 90%

RePrompt: Planning by Automatic Prompt Engineering for Large Language Models Agents

Weizhe Chen, Sven Koenig, Bistra Dilkina

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、cs.LG

2410.23511 2025-02-11 cs.CL cs.AI cs.LG 90%

Dynamic Strategy Planning for Efficient Question Answering with Large Language Models

Tanmay Parekh, Pradyot Prakash, Alexander Radovic, Akshay Shekher, Denis Savenkov

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、cs.LG

Comments Accepted at NAACL 2025 Findings

2406.11044 2025-02-11 cs.CL cs.AI cs.LG 90%

Evaluating the Performance of Large Language Models via Debates

Behrad Moniri, Hamed Hassani, Edgar Dobriban

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、cs.LG

2308.14536 2025-02-06 cs.CL cs.AI cs.LG cs.SD eess.AS 90%

Spoken Language Intelligence of Large Language Models for Language Learning

Linkai Peng, Baorian Nuchged, Yingming Gao

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、cs.LG

Comments 28 pages, 7 figures, Preprint Feb 04, 2025 update: Add Deepseek R1 performance

2408.17097 2025-01-28 cs.NI 90%

Reasoning AI Performance Degradation in 6G Networks with Large Language Models

Liming Huang, Yulei Wu, Dimitra Simeonidou

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 IEEE WCNC 2025

2501.13936 2025-01-27 cs.AI cs.CL cs.LG 90%

Evaluating Computational Accuracy of Large Language Models in Numerical Reasoning Tasks for Healthcare Applications

Arjun R. Malghan

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、cs.LG

Comments 13 pages, 1 figure, 2 tables

2411.04136 2024-12-31 cs.NI 90%

Large Language Models for Wireless Networks: An Overview from the Prompt Engineering Perspective

Hao Zhou, Chengming Hu, Dun Yuan, Ye Yuan, Di Wu, Xi Chen, Hina Tabassum, Xue Liu

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

2412.19707 2024-12-30 cs.AI cs.CL cs.LG 90%

Toward Adaptive Reasoning in Large Language Models with Thought Rollback

Sijia Chen, Baochun 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、cs.LG

Comments ICML 2024 camera-ready version with 24 pages and 12 figures. Code repo with all prompts: https://github.com/iQua/llmpebase/tree/main/examples/ThoughtRollback

2412.09345 2024-12-13 econ.GN q-fin.EC 90%

Delving into Youth Perspectives on In-game Gambling-like Elements: A Proof-of-Concept Study Utilising Large Language Models for Analysing User-Generated Text Data

Thomas Krause, Steffen Otterbach, Johannes Singer

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

2412.01333 2024-12-03 cs.SE 90%

Can Large Language Models Serve as Evaluators for Code Summarization?

Yang Wu, Yao Wan, Zhaoyang Chu, Wenting Zhao, Ye Liu, Hongyu Zhang, Xuanhua Shi, Philip S. 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)

2401.08273 2024-11-19 cs.CL cs.AI cs.LG 90%

Large Language Models are Null-Shot Learners

Pittawat Taveekitworachai, Febri Abdullah, Ruck Thawonmas

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、cs.LG

Comments 28 pages; v2: added Gemini Pro results, error analysis, and a discussion on confabulation; v3: see its extended version, an EMNLP 2024 paper, at https://aclanthology.org/2024.emnlp-main.740/

2411.02320 2024-11-05 cs.SE 90%

An Empirical Study on the Code Refactoring Capability of Large Language Models

Jonathan Cordeiro, Shayan Noei, Ying Zou

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

2406.13094 2024-11-05 cs.CL cs.AI cs.LG 90%

Exploring and Benchmarking the Planning Capabilities of Large Language Models

Bernd Bohnet, Azade Nova, Aaron T Parisi, Kevin Swersky, Katayoon Goshvadi, Hanjun Dai, Dale Schuurmans, Noah Fiedel, Hanie Sedghi

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、cs.LG

2403.15371 2024-10-30 cs.LG cs.AI cs.CL 90%

Can large language models explore in-context?

Akshay Krishnamurthy, Keegan Harris, Dylan J. Foster, Cyril Zhang, Aleksandrs Slivkins

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、cs.LG

Comments Accepted to NeurIPS 2024. This version: added references to related and concurrent work

2410.06328 2024-10-15 cs.CL cs.AI cs.LG 90%

Auto-Evolve: Enhancing Large Language Model's Performance via Self-Reasoning Framework

Krishna Aswani, Huilin Lu, Pranav Patankar, Priya Dhalwani, Iris Tan, Jayant Ganeshmohan, Simon Lacasse

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、cs.LG

Comments Accepted at EMNLP 2024

2410.01782 2024-10-03 cs.CL cs.AI cs.LG 90%

Open-RAG: Enhanced Retrieval-Augmented Reasoning with Open-Source Large Language Models

Shayekh Bin Islam, Md Asib Rahman, K S M Tozammel Hossain, Enamul Hoque, Shafiq Joty, Md Rizwan Parvez

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、cs.LG

Comments Accepted to EMNLP 2024 Findings. Website: https://openragmoe.github.io/. 14 pages, 7 figures, 5 tables

2409.14324 2024-09-24 cs.CL cs.AI cs.LG 90%

Unveiling Narrative Reasoning Limits of Large Language Models with Trope in Movie Synopses

Hung-Ting Su, Ya-Ching Hsu, Xudong Lin, Xiang-Qian Shi, Yulei Niu, Han-Yuan Hsu, Hung-yi Lee, Winston H. Hsu

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、cs.LG

Comments EMNLP 2024 Findings. The first two authors contributed equally. Code: https://github.com/Shelley1214/Trope

2409.12369 2024-09-20 cs.SE 90%

Program Slicing in the Era of Large Language Models

Kimya Khakzad Shahandashti, Mohammad Mahdi Mohajer, Alvine Boaye Belle, Song Wang, Hadi Hemmati

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

2305.19472 2024-09-19 cs.CL cs.AI cs.LG 90%

PlaSma: Making Small Language Models Better Procedural Knowledge Models for (Counterfactual) Planning

Faeze Brahman, Chandra Bhagavatula, Valentina Pyatkin, Jena D. Hwang, Xiang Lorraine Li, Hirona J. Arai, Soumya Sanyal, Keisuke Sakaguchi, Xiang Ren, Yejin Choi

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、cs.LG

Comments ICLR 2024 version , 31 pages

2305.00050 2024-08-21 cs.AI cs.CL cs.CY cs.HC cs.LG stat.ME 90%

Causal Reasoning and Large Language Models: Opening a New Frontier for Causality

Emre Kıcıman, Robert Ness, Amit Sharma, Chenhao Tan

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、cs.LG

Comments Added three novel datasets. To be published in TMLR. Authors listed alphabetically

2408.08302 2024-08-16 cs.AI cs.CL cs.LG 90%

Benchmarking the Capabilities of Large Language Models in Transportation System Engineering: Accuracy, Consistency, and Reasoning Behaviors

Usman Syed, Ethan Light, Xingang Guo, Huan Zhang, Lianhui Qin, Yanfeng Ouyang, Bin Hu

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、cs.LG

2407.10299 2024-07-23 cs.CV 90%

Follow the Rules: Reasoning for Video Anomaly Detection with Large Language Models

Yuchen Yang, Kwonjoon Lee, Behzad Dariush, Yinzhi Cao, Shao-Yuan Lo

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 European Conference on Computer Vision (ECCV) 2024

1. 推理与问题求解 18788 篇

Chain-of-Defensive-Thought: Structured Reasoning Elicits Robustness in Large Language Models against Reference Corruption

LanguageMPC: Large Language Models as Decision Makers for Autonomous Driving

Towards More Accurate US Presidential Election via Multi-step Reasoning with Large Language Models

RALLRec+: Retrieval Augmented Large Language Model Recommendation with Reasoning

PARAMANU-GANITA: Can Small Math Language Models Rival with Large Language Models on Mathematical Reasoning?

FCoReBench: Can Large Language Models Solve Challenging First-Order Combinatorial Reasoning Problems?

video-SALMONN-o1: Reasoning-enhanced Audio-visual Large Language Model

$T^2$ of Thoughts: Temperature Tree Elicits Reasoning in Large Language Models

RePrompt: Planning by Automatic Prompt Engineering for Large Language Models Agents

Dynamic Strategy Planning for Efficient Question Answering with Large Language Models

Evaluating the Performance of Large Language Models via Debates

Spoken Language Intelligence of Large Language Models for Language Learning

Reasoning AI Performance Degradation in 6G Networks with Large Language Models

Evaluating Computational Accuracy of Large Language Models in Numerical Reasoning Tasks for Healthcare Applications

Large Language Models for Wireless Networks: An Overview from the Prompt Engineering Perspective

Toward Adaptive Reasoning in Large Language Models with Thought Rollback

Delving into Youth Perspectives on In-game Gambling-like Elements: A Proof-of-Concept Study Utilising Large Language Models for Analysing User-Generated Text Data

Can Large Language Models Serve as Evaluators for Code Summarization?

Large Language Models are Null-Shot Learners

An Empirical Study on the Code Refactoring Capability of Large Language Models

Exploring and Benchmarking the Planning Capabilities of Large Language Models

Can large language models explore in-context?

Auto-Evolve: Enhancing Large Language Model's Performance via Self-Reasoning Framework

Open-RAG: Enhanced Retrieval-Augmented Reasoning with Open-Source Large Language Models

Unveiling Narrative Reasoning Limits of Large Language Models with Trope in Movie Synopses

Program Slicing in the Era of Large Language Models

PlaSma: Making Small Language Models Better Procedural Knowledge Models for (Counterfactual) Planning

Causal Reasoning and Large Language Models: Opening a New Frontier for Causality

Benchmarking the Capabilities of Large Language Models in Transportation System Engineering: Accuracy, Consistency, and Reasoning Behaviors

Follow the Rules: Reasoning for Video Anomaly Detection with Large Language Models