语言大模型 / LLM - arXivDaily 专题

2505.19426 2025-06-06 cs.CL cs.AI cs.LG 89%

The Role of Diversity in In-Context Learning for Large Language Models

Wenyang Xiao, Haoyu Zhao, Lingxiao Huang

机构 * Department of Computer Science & Princeton Language and Intelligence (PLI), Princeton University（普林斯顿大学计算机科学与普林斯顿语言与智能（PLI）部门）

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

Comments 30 pages

2308.09583 2025-06-05 cs.CL cs.AI cs.LG 89%

WizardMath: Empowering Mathematical Reasoning for Large Language Models via Reinforced Evol-Instruct

Haipeng Luo, Qingfeng Sun, Can Xu, Pu Zhao, Jianguang Lou, Chongyang Tao, Xiubo Geng, Qingwei Lin, Shifeng Chen, Yansong Tang, Dongmei Zhang

机构 * Shenzhen International Graduate School, Tsinghua University（清华大学深圳国际研究生院）； Microsoft Corporation（微软公司）； Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences（中国科学院深圳先进技术研究院）

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

Comments This paper has been accepted to ICLR 2025 as an Oral presentation

2505.24823 2025-06-02 cs.LG cs.AI cs.CL 89%

PhySense: Principle-Based Physics Reasoning Benchmarking for Large Language Models

Yinggan Xu, Yue Liu, Zhiqiang Gao, Changnan Peng, Di Luo

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

2505.23826 2025-06-02 cs.SI 89%

FinRipple: Aligning Large Language Models with Financial Market for Event Ripple Effect Awareness

Yuanjian Xu, Jianing Hao, Kunsheng Tang, Jingnan Chen, Anxian Liu, Peng Liu, Guang Zhang

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

2501.01264 2025-05-28 cs.CL cs.AI cs.LG 89%

ProgCo: Program Helps Self-Correction of Large Language Models

Xiaoshuai Song, Yanan Wu, Weixun Wang, Jiaheng Liu, Wenbo Su, Bo Zheng

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

Comments Accpeted at ACL2025 Main

2410.01335 2025-05-27 cs.CL cs.AI cs.LG 89%

Layer Swapping for Zero-Shot Cross-Lingual Transfer in Large Language Models

Lucas Bandarkar, Benjamin Muller, Pritish Yuvraj, Rui Hou, Nayan Singhal, Hongjiang Lv, Bing Liu

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

Comments ICLR 2025, Spotlight Paper, In The Thirteenth International Conference on Learning Representations, 2025

Journal ref The Thirteenth International Conference on Learning Representations (2025)

2503.04983 2025-05-23 cs.CV 89%

Leveraging Large Language Models For Scalable Vector Graphics Processing: A Review

Boris Malashenko, Ivan Jarsky, Valeria Efimova

机构 * ITMO University（ITMO大学）

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

2505.15332 2025-05-22 cs.CV 89%

Towards Zero-Shot Differential Morphing Attack Detection with Multimodal Large Language Models

Ria Shekhawat, Hailin Li, Raghavendra Ramachandra, Sushma Venkatesh

机构 * Norwegian University of Science and Technology (NTNU)（挪威科学与技术大学）； MOBAI AS（MOBAI公司）

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

Comments Accepted at IEEE International Conference on Automatic Face and Gesture Recognition (FG 2025)

2505.11907 2025-05-20 cs.CV 89%

Are Multimodal Large Language Models Ready for Omnidirectional Spatial Reasoning?

Zihao Dongfang, Xu Zheng, Ziqiao Weng, Yuanhuiyi Lyu, Danda Pani Paudel, Luc Van Gool, Kailun Yang, Xuming Hu

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

2505.07995 2025-05-16 cs.AR 89%

Spec2Assertion: Automatic Pre-RTL Assertion Generation using Large Language Models with Progressive Regularization

Fenghua Wu, Evan Pan, Rahul Kande, Michael Quinn, Aakash Tyagi, David Kebo Houngninou, Jeyavijayan Rajendran, Jiang Hu

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

Comments 8 pages, 7 figures

2505.06579 2025-05-13 cs.CR 89%

POISONCRAFT: Practical Poisoning of Retrieval-Augmented Generation for Large Language Models

Yangguang Shao, Xinjie Lin, Haozheng Luo, Chengshang Hou, Gang Xiong, Jiahao Yu, Junzheng Shi

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

Comments 12 pages, 7 tables and 3 figures

2405.06691 2025-05-13 cs.CL cs.AI cs.LG cs.NE 89%

Fleet of Agents: Coordinated Problem Solving with Large Language Models

Lars Klein, Nearchos Potamitis, Roland Aydin, Robert West, Caglar Gulcehre, Akhil Arora

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

Comments ICML 2025; 28 pages, 68 figures, 8 tables

2505.04068 2025-05-09 cs.NI eess.SP 89%

Shadow Wireless Intelligence: Large Language Model-Driven Reasoning in Covert Communications

Yuanai Xie, Zhaozhi Liu, Xiao Zhang, Shihua Zhang, Rui Hou, Minrui Xu, Ruichen Zhang, Dusit Niyato

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

2505.01713 2025-05-06 cs.CV 89%

Vision and Intention Boost Large Language Model in Long-Term Action Anticipation

Congqi Cao, Lanshu Hu, Yating Yu, Yanning Zhang

机构 * Northwestern Polytechnical University（西北工业大学）

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

2505.00820 2025-05-05 cs.RO 89%

HMCF: A Human-in-the-loop Multi-Robot Collaboration Framework Based on Large Language Models

Zhaoxing Li, Wenbo Wu, Yue Wang, Yanran Xu, William Hunt, Sebastian Stein

机构 * School of Electronics and Computer Science, University of Southampton（电子与计算机科学学院，南安普顿大学）

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

2504.12951 2025-04-18 cs.CL cs.AI cs.LG 89%

Are Retrials All You Need? Enhancing Large Language Model Reasoning Without Verbalized Feedback

Nearchos Potamitis, Akhil Arora

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

Comments 8 pages, 16 figures, 1 table. arXiv admin note: text overlap with arXiv:2405.06691

2504.09644 2025-04-15 cs.CV 89%

SegEarth-R1: Geospatial Pixel Reasoning via Large Language Model

Kaiyu Li, Zepeng Xin, Li Pang, Chao Pang, Yupeng Deng, Jing Yao, Guisong Xia, Deyu Meng, Zhi Wang, Xiangyong Cao

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

2411.16587 2025-04-09 cs.RO cs.SY eess.SY 89%

Large Language Model-based Decision-making for COLREGs and the Control of Autonomous Surface Vehicles

Klinsmann Agyei, Pouria Sarhadi, Wasif Naeem

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

Comments This work has been accepted for publication at European Control Conference 2025, \c{opyright} IEEE 2025. Please cite the published version when available

2503.15556 2025-04-07 cs.SE cs.PL 89%

Fully Automated Generation of Combinatorial Optimisation Systems Using Large Language Models

Daniel Karapetyan

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

2501.15140 2025-04-01 cs.CV cs.AI cs.CL cs.LG 89%

Analyzing and Boosting the Power of Fine-Grained Visual Recognition for Multi-modal Large Language Models

Hulingxiao He, Geng Li, Zijun Geng, Jinglin Xu, Yuxin Peng

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

Comments Published as a conference paper at ICLR 2025. The model is available at https://huggingface.co/StevenHH2000/Finedefics

2503.19434 2025-03-26 cs.IR 89%

Enhanced Bloom's Educational Taxonomy for Fostering Information Literacy in the Era of Large Language Models

Yiming Luo, Ting Liu, Patrick Cheong-Iao Pang, Dana McKay, Ziqi Chen, George Buchanan, Shanton Chang

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

Comments 25 Pages, 5 figures, submitted to the journal Computers & Education, currently under peer review

2404.05291 2025-03-20 cs.RO 89%

Long-horizon Locomotion and Manipulation on a Quadrupedal Robot with Large Language Models

Yutao Ouyang, Jinhan Li, Yunfei Li, Zhongyu Li, Chao Yu, Koushil Sreenath, Yi Wu

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

2503.03128 2025-03-06 cs.AI cs.CL cs.LG stat.ML 89%

Towards Understanding Multi-Round Large Language Model Reasoning: Approximability, Learnability and Generalizability

Chenhui Xu, Dancheng Liu, Jiajie Li, Amir Nassereldine, Zhaohui Li, Jinjun Xiong

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

2503.02076 2025-03-05 cs.RO cs.SY eess.SY 89%

CorrA: Leveraging Large Language Models for Dynamic Obstacle Avoidance of Autonomous Vehicles

Shanting Wang, Panagiotis Typaldos, Andreas A. Malikopoulos

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

2410.03878 2025-03-04 cs.CV 89%

SPARTUN3D: Situated Spatial Understanding of 3D World in Large Language Models

Yue Zhang, Zhiyang Xu, Ying Shen, Parisa Kordjamshidi, Lifu Huang

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

2502.13260 2025-02-20 cs.CL cs.AI cs.LG 89%

Stepwise Perplexity-Guided Refinement for Efficient Chain-of-Thought Reasoning in Large Language Models

Yingqian Cui, Pengfei He, Jingying Zeng, Hui Liu, Xianfeng Tang, Zhenwei Dai, Yan Han, Chen Luo, Jing Huang, Zhen Li, Suhang Wang, Yue Xing, Jiliang Tang, Qi He

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

2410.04780 2025-02-19 cs.CV 89%

Mitigating Modality Prior-Induced Hallucinations in Multimodal Large Language Models via Deciphering Attention Causality

Guanyu Zhou, Yibo Yan, Xin Zou, Kun Wang, Aiwei Liu, Xuming Hu

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

Comments Accepted by The Thirteenth International Conference on Learning Representations (ICLR 2025)

2501.03226 2025-02-18 cs.CL cs.AI cs.LG 89%

BoostStep: Boosting mathematical capability of Large Language Models via improved single-step reasoning

Beichen Zhang, Yuhong Liu, Xiaoyi Dong, Yuhang Zang, Pan Zhang, Haodong Duan, Yuhang Cao, Dahua Lin, Jiaqi Wang

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

Comments Codes and Data are available at https://github.com/beichenzbc/BoostStep

2401.17809 2025-02-18 cs.CL cs.AI cs.LG 89%

SWEA: Updating Factual Knowledge in Large Language Models via Subject Word Embedding Altering

Xiaopeng Li, Shasha Li, Shezheng Song, Huijun Liu, Bin Ji, Xi Wang, Jun Ma, Jie Yu, Xiaodong Liu, Jing Wang, Weimin Zhang

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

Comments AAAI25. Our code is available at https://github.com/xpq-tech/SWEA

2410.21236 2025-02-17 cs.LG cs.AI cs.CL 89%

Flaming-hot Initiation with Regular Execution Sampling for Large Language Models

Weizhe Chen, Zhicheng Zhang, Guanlin Liu, Renjie Zheng, Wenlei Shi, Chen Dun, Zheng Wu, Xing Jin, Lin Yan

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

1. 推理与问题求解 18837 篇

The Role of Diversity in In-Context Learning for Large Language Models

WizardMath: Empowering Mathematical Reasoning for Large Language Models via Reinforced Evol-Instruct

PhySense: Principle-Based Physics Reasoning Benchmarking for Large Language Models

FinRipple: Aligning Large Language Models with Financial Market for Event Ripple Effect Awareness

ProgCo: Program Helps Self-Correction of Large Language Models

Layer Swapping for Zero-Shot Cross-Lingual Transfer in Large Language Models

Leveraging Large Language Models For Scalable Vector Graphics Processing: A Review

Towards Zero-Shot Differential Morphing Attack Detection with Multimodal Large Language Models

Are Multimodal Large Language Models Ready for Omnidirectional Spatial Reasoning?

Spec2Assertion: Automatic Pre-RTL Assertion Generation using Large Language Models with Progressive Regularization

POISONCRAFT: Practical Poisoning of Retrieval-Augmented Generation for Large Language Models

Fleet of Agents: Coordinated Problem Solving with Large Language Models

Shadow Wireless Intelligence: Large Language Model-Driven Reasoning in Covert Communications

Vision and Intention Boost Large Language Model in Long-Term Action Anticipation

HMCF: A Human-in-the-loop Multi-Robot Collaboration Framework Based on Large Language Models

Are Retrials All You Need? Enhancing Large Language Model Reasoning Without Verbalized Feedback

SegEarth-R1: Geospatial Pixel Reasoning via Large Language Model

Large Language Model-based Decision-making for COLREGs and the Control of Autonomous Surface Vehicles

Fully Automated Generation of Combinatorial Optimisation Systems Using Large Language Models

Analyzing and Boosting the Power of Fine-Grained Visual Recognition for Multi-modal Large Language Models

Enhanced Bloom's Educational Taxonomy for Fostering Information Literacy in the Era of Large Language Models

Long-horizon Locomotion and Manipulation on a Quadrupedal Robot with Large Language Models

Towards Understanding Multi-Round Large Language Model Reasoning: Approximability, Learnability and Generalizability

CorrA: Leveraging Large Language Models for Dynamic Obstacle Avoidance of Autonomous Vehicles

SPARTUN3D: Situated Spatial Understanding of 3D World in Large Language Models

Stepwise Perplexity-Guided Refinement for Efficient Chain-of-Thought Reasoning in Large Language Models

Mitigating Modality Prior-Induced Hallucinations in Multimodal Large Language Models via Deciphering Attention Causality

BoostStep: Boosting mathematical capability of Large Language Models via improved single-step reasoning

SWEA: Updating Factual Knowledge in Large Language Models via Subject Word Embedding Altering

Flaming-hot Initiation with Regular Execution Sampling for Large Language Models