语言大模型 / LLM - arXivDaily 专题

2403.18344 2026-01-19 cs.AI 92%

LC-LLM: Explainable Lane-Change Intention and Trajectory Predictions with Large Language Models

LC-LLM: 基于大语言模型的可解释车道变更意图与轨迹预测

Mingxing Peng, Xusen Guo, Xianda Chen, Meixin Zhu, Kehua Chen

机构 * Systems Hub, The Hong Kong University of Science and Technology (Guangzhou)（香港科学与技术大学（广州）系统中心）； Academy of Interdisciplinary Studies, The Hong Kong University of Science and Technology（香港科学与技术大学跨学科研究院）

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

AI总结本文提出LC-LLM模型，利用大语言模型的推理能力，实现车道变更意图和轨迹的可解释预测。

Comments 12 pages, 9 figures

Journal ref Communications in Transportation Research 5 (2025): 100170

2512.01392 2025-12-02 cs.LG cs.SY eess.SY 92%

RE-LLM: Integrating Large Language Models into Renewable Energy Systems

RE-LLM：将大型语言模型整合到可再生能源系统中

Ali Forootani, Mohammad Sadr, Danial Esmaeili Aliabadi, Daniela Thraen

机构 * Helmholtz Centre for Environmental Research - UFZ（环境保护研究 Helmholtz 中心 - UFZ）； DBFZ Deutsches Biomasseforschungszentrum gGmbH（德国生物燃料研究中心 DBFZ gGmbH）； University Leipzig（莱比锡大学）

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

AI总结 RE-LLM通过整合大型语言模型，提升能源系统建模的可解释性和实用性，实现快速、严谨和可理解的决策支持。

2509.25528 2025-10-22 cs.CV cs.AI cs.RO 92%

LLM-RG: Referential Grounding in Outdoor Scenarios using Large Language Models

Pranav Saxena, Avigyan Bhattacharya, Ji Zhang, Wenshan Wang

机构 * Birla Institute of Technology and Science Pilani, K.K Birla Goa Campus（比拉理工学院和科学学院，K.K Birla Goa校区）； Carnegie Mellon University, Robotics Institute（卡内基梅隆大学，机器人研究所）

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

Comments Human-aware Embodied AI Workshop @ IROS 2025

2509.16087 2025-09-22 cs.CV cs.AI 92%

See&Trek: Training-Free Spatial Prompting for Multimodal Large Language Model

Pengteng Li, Pinhao Song, Wuyang Li, Weiyu Guo, Huizai Yao, Yijie Xu, Dugang Liu, Hui Xiong

机构 * HKUST(GZ)（香港科技大学（广州））； KU Leuven（比利时鲁文大学）； EPFL（苏黎世联邦理工学院）； SZU（深圳大学）

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

Comments Accepted by NeurIPS 2025

2507.13357 2025-08-26 cs.CL 92%

Adaptive Linguistic Prompting (ALP) Enhances Phishing Webpage Detection in Multimodal Large Language Models

Atharva Bhargude, Ishan Gonehal, Dave Yoon, Kaustubh Vinnakota, Chandler Haney, Aaron Sandoval, Kevin Zhu

机构 * Algoverse AI Research（Algoverse AI研究院）

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

Comments Published at ACL 2025 SRW, 9 pages, 3 figures

2310.12049 2025-06-05 cs.CL cs.CY 92%

Concept-Guided Chain-of-Thought Prompting for Pairwise Comparison Scoring of Texts with Large Language Models

Patrick Y. Wu, Jonathan Nagler, Joshua A. Tucker, Solomon Messing

机构 * American University（美国大学）； New York University（纽约大学）； Center for Social Media and Politics（社交媒体与政治中心）

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

Comments 10 pages, 2 figures. Appears in 2024 IEEE International Conference on Big Data (BigData). Please cite the published version: 10.1109/BigData62323.2024.10825235

Journal ref 2024 IEEE International Conference on Big Data (BigData), Washington, DC, USA, 2024, pp. 7232-7241

2505.19567 2025-05-27 cs.AI cs.MA 92%

LLM-Agent-Controller: A Universal Multi-Agent Large Language Model System as a Control Engineer

Rasoul Zahedifar, Sayyed Ali Mirghasemi, Mahdieh Soleymani Baghshah, Alireza Taheri

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

2408.10615 2025-05-26 cs.CL 92%

Enhancing Robustness in Large Language Models: Prompting for Mitigating the Impact of Irrelevant Information

Ming Jiang, Tingting Huang, Biao Guo, Yao Lu, Feng Zhang

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

2411.05348 2025-05-05 cs.AI 92%

LLM-PySC2: Starcraft II learning environment for Large Language Models

Zongyuan Li, Yanan Ni, Runnan Qi, Lumin Jiang, Chang Lu, Xiaojie Xu, Xiangbei Liu, Pengfei Li, Yunzheng Guo, Zhe Ma, Huanyu Li, Hui Wu, Xian Guo, Kuihua Huang, Xuebo Zhang

机构 * NKAI-Decision-Team（NKAI决策团队）

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

2310.03903 2025-04-30 cs.CL cs.MA 92%

LLM-Coordination: Evaluating and Analyzing Multi-agent Coordination Abilities in Large Language Models

Saaket Agashe, Yue Fan, Anthony Reyna, Xin Eric Wang

机构 * University of California Santa Cruz（加州大学圣克ruz分校）

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

2411.10442 2025-04-08 cs.CL cs.CV 92%

Enhancing the Reasoning Ability of Multimodal Large Language Models via Mixed Preference Optimization

Weiyun Wang, Zhe Chen, Wenhai Wang, Yue Cao, Yangzhou Liu, Zhangwei Gao, Jinguo Zhu, Xizhou Zhu, Lewei Lu, Yu Qiao, Jifeng Dai

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

2503.22731 2025-04-01 cs.LG 92%

MoRE-LLM: Mixture of Rule Experts Guided by a Large Language Model

Alexander Koebler, Ingo Thon, Florian Buettner

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

Comments 2024 IEEE International Conference on Data Mining (ICDM)

2502.01901 2025-02-05 cs.CL 92%

Conceptual Metaphor Theory as a Prompting Paradigm for Large Language Models

Oliver Kramer

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

2412.18826 2024-12-30 cs.CL 92%

RapGuard: Safeguarding Multimodal Large Language Models via Rationale-aware Defensive Prompting

Yilei Jiang, Yingshui Tan, Xiangyu Yue

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

2402.11863 2024-10-21 cs.CL 92%

How Interpretable are Reasoning Explanations from Prompting Large Language Models?

Wei Jie Yeo, Ranjan Satapathy, Rick Siow Mong Goh, Erik Cambria

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

Comments NAACL Findings 2024

2409.17906 2024-09-27 cs.LG 92%

Graph Reasoning with Large Language Models via Pseudo-code Prompting

Konstantinos Skianis, Giannis Nikolentzos, Michalis Vazirgiannis

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

2405.18092 2024-07-23 cs.AI cs.ET cs.MA cs.RO cs.SY eess.SY 92%

LLM experiments with simulation: Large Language Model Multi-Agent System for Simulation Model Parametrization in Digital Twins

Yuchen Xia, Daniel Dittler, Nasser Jazdi, Haonan Chen, Michael Weyrich

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

Comments Submitted to IEEE-ETFA2024, under peer-review

2302.12246 2024-07-23 cs.CL 92%

Active Prompting with Chain-of-Thought for Large Language Models

Shizhe Diao, Pengcheng Wang, Yong Lin, Rui Pan, Xiang Liu, Tong Zhang

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

Comments Published in ACL 2024

2310.04743 2024-05-09 cs.CL 92%

Resprompt: Residual Connection Prompting Advances Multi-Step Reasoning in Large Language Models

Song Jiang, Zahra Shakeri, Aaron Chan, Maziar Sanjabi, Hamed Firooz, Yinglong Xia, Bugra Akyildiz, Yizhou Sun, Jinchao Li, Qifan Wang, Asli Celikyilmaz

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

Comments 29 pages

2311.17406 2024-04-23 cs.RO cs.AI 92%

LLM-State: Open World State Representation for Long-horizon Task Planning with Large Language Model

Siwei Chen, Anxing Xiao, David Hsu

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

2404.08767 2024-04-16 cs.CV cs.LG 92%

LLM-Seg: Bridging Image Segmentation and Large Language Model Reasoning

Junchi Wang, Lei Ke

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

Comments Github: https://github.com/wangjunchi/LLMSeg

2304.08103 2024-04-02 cs.CL cs.HC 92%

Low-code LLM: Graphical User Interface over Large Language Models

Yuzhe Cai, Shaoguang Mao, Wenshan Wu, Zehua Wang, Yaobo Liang, Tao Ge, Chenfei Wu, Wang You, Ting Song, Yan Xia, Jonathan Tien, Nan Duan, Furu Wei

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

Comments Accepted as a Demo Track paper at NAACL 2024

2403.18295 2024-03-28 cs.CL 92%

Dual Instruction Tuning with Large Language Models for Mathematical Reasoning

Yongwei Zhou, Tiejun Zhao

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

2403.14312 2024-03-22 cs.CL 92%

ChainLM: Empowering Large Language Models with Improved Chain-of-Thought Prompting

Xiaoxue Cheng, Junyi Li, Wayne Xin Zhao, Ji-Rong Wen

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

Comments Accepted to LREC-COLING 2024

2402.14195 2024-02-23 cs.CL 92%

Learning to Reduce: Optimal Representations of Structured Data in Prompting Large Language Models

Younghun Lee, Sungchul Kim, Tong Yu, Ryan A. Rossi, Xiang Chen

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

Comments 5 pages

2401.12242 2024-01-24 cs.CR cs.LG 92%

BadChain: Backdoor Chain-of-Thought Prompting for Large Language Models

Zhen Xiang, Fengqing Jiang, Zidi Xiong, Bhaskar Ramasubramanian, Radha Poovendran, Bo Li

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

Comments Accepted to ICLR2024

2305.12001 2023-10-25 cs.CL 92%

OPT-R: Exploring the Role of Explanations in Finetuning and Prompting for Reasoning Skills of Large Language Models

Badr AlKhamissi, Siddharth Verma, Ping Yu, Zhijing Jin, Asli Celikyilmaz, Mona Diab

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

Comments Proceedings of the 1st Workshop on Natural Language Reasoning and Structured Explanations (NLRSE) at ACL 2023

2305.14766 2023-10-20 cs.CL 92%

Allies: Prompting Large Language Model with Beam Search

Hao Sun, Xiao Liu, Yeyun Gong, Yan Zhang, Daxin Jiang, Linjun Yang, Nan Duan

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

Comments Accepted by EMNLP2023

2310.07146 2023-10-12 cs.CL 92%

Empowering Psychotherapy with Large Language Models: Cognitive Distortion Detection through Diagnosis of Thought Prompting

Zhiyu Chen, Yujie Lu, William Yang Wang

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

Comments EMNLP 2023 Findings

2304.11477 2023-09-28 cs.AI cs.RO 92%

LLM+P: Empowering Large Language Models with Optimal Planning Proficiency

Bo Liu, Yuqian Jiang, Xiaohan Zhang, Qiang Liu, Shiqi Zhang, Joydeep Biswas, Peter Stone

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

1. 推理与问题求解 18731 篇

LC-LLM: Explainable Lane-Change Intention and Trajectory Predictions with Large Language Models

RE-LLM: Integrating Large Language Models into Renewable Energy Systems

LLM-RG: Referential Grounding in Outdoor Scenarios using Large Language Models

See&Trek: Training-Free Spatial Prompting for Multimodal Large Language Model

Adaptive Linguistic Prompting (ALP) Enhances Phishing Webpage Detection in Multimodal Large Language Models

Concept-Guided Chain-of-Thought Prompting for Pairwise Comparison Scoring of Texts with Large Language Models

LLM-Agent-Controller: A Universal Multi-Agent Large Language Model System as a Control Engineer

Enhancing Robustness in Large Language Models: Prompting for Mitigating the Impact of Irrelevant Information

LLM-PySC2: Starcraft II learning environment for Large Language Models

LLM-Coordination: Evaluating and Analyzing Multi-agent Coordination Abilities in Large Language Models

Enhancing the Reasoning Ability of Multimodal Large Language Models via Mixed Preference Optimization

MoRE-LLM: Mixture of Rule Experts Guided by a Large Language Model

Conceptual Metaphor Theory as a Prompting Paradigm for Large Language Models

RapGuard: Safeguarding Multimodal Large Language Models via Rationale-aware Defensive Prompting

How Interpretable are Reasoning Explanations from Prompting Large Language Models?

Graph Reasoning with Large Language Models via Pseudo-code Prompting

LLM experiments with simulation: Large Language Model Multi-Agent System for Simulation Model Parametrization in Digital Twins

Active Prompting with Chain-of-Thought for Large Language Models

Resprompt: Residual Connection Prompting Advances Multi-Step Reasoning in Large Language Models

LLM-State: Open World State Representation for Long-horizon Task Planning with Large Language Model

LLM-Seg: Bridging Image Segmentation and Large Language Model Reasoning

Low-code LLM: Graphical User Interface over Large Language Models

Dual Instruction Tuning with Large Language Models for Mathematical Reasoning

ChainLM: Empowering Large Language Models with Improved Chain-of-Thought Prompting

Learning to Reduce: Optimal Representations of Structured Data in Prompting Large Language Models

BadChain: Backdoor Chain-of-Thought Prompting for Large Language Models

OPT-R: Exploring the Role of Explanations in Finetuning and Prompting for Reasoning Skills of Large Language Models

Allies: Prompting Large Language Model with Beam Search

Empowering Psychotherapy with Large Language Models: Cognitive Distortion Detection through Diagnosis of Thought Prompting

LLM+P: Empowering Large Language Models with Optimal Planning Proficiency