语言大模型 / LLM - arXivDaily 专题

2502.05227 2025-02-11 cs.RO cs.AI cs.CL 86%

Robotouille: An Asynchronous Planning Benchmark for LLM Agents

Gonzalo Gonzalez-Pumariega, Leong Su Yean, Neha Sunkara, Sanjiban Choudhury

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

Comments 11 pages (not including references or appendix); 41 figures (7 main paper, 34 appendix); (v1) preprint

2410.08854 2025-02-06 cs.LG cs.AI cs.NI cs.SY eess.SY 86%

Hybrid LLM-DDQN based Joint Optimization of V2I Communication and Autonomous Driving

Zijiang Yan, Hao Zhou, Hina Tabassum, Xue Liu

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

Comments Accepted by IEEE Wireless Communications Letters

2408.17017 2025-02-05 cs.CL cs.AI 86%

Reasoning Aware Self-Consistency: Leveraging Reasoning Paths for Efficient LLM Sampling

Guangya Wan, Yuqi Wu, Jie Chen, Sheng Li

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

Comments Accepted to NAACL 2025

2501.16783 2025-01-29 cs.CL cs.AI nlin.AO 86%

A Stochastic Dynamical Theory of LLM Self-Adversariality: Modeling Severity Drift as a Critical Process

Jack David Carson

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

Comments Experimental verification and more formal argument for Markov approximation of bias propagation to be released soon. Primarily pushed now to establish novelty and ease of sharing. Please do not cite this work until the forthcoming experimental validation and updated mathematical model are provided

2412.17891 2024-12-25 cs.CL cs.AI 86%

The Power of Adaptation: Boosting In-Context Learning through Adaptive Prompting

Shuzhang Cai, Twumasi Mensah-Boateng, Xander Kuksov, Jing Yuan, Shaojie Tang

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

2412.15177 2024-12-20 cs.AI cs.CL 86%

Critical-Questions-of-Thought: Steering LLM reasoning with Argumentative Querying

Federico Castagna, Isabel Sassoon, Simon Parsons

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

2407.19813 2024-12-20 cs.CL cs.AI 86%

Improving Retrieval Augmented Language Model with Self-Reasoning

Yuan Xia, Jingbo Zhou, Zhenhui Shi, Jun Chen, Haifeng Huang

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

Comments AAAI 2025 (main conference)

2412.12163 2024-12-18 cs.LG cs.AI cs.PL 86%

Towards LLM-based optimization compilers. Can LLMs learn how to apply a single peephole optimization? Reasoning is all LLMs need!

Xiangxin Fang, Lev Mukhanov

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

Comments 13 pages, 8 figures

2412.10675 2024-12-17 cs.CL cs.AI 86%

Chasing Progress, Not Perfection: Revisiting Strategies for End-to-End LLM Plan Generation

Sukai Huang, Trevor Cohn, Nir Lipovetzky

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

Comments 8 pages main body, 10 pages appendix, accepted by Workshop on Planning in the Era of LLMs (LM4Plan @ AAAI 2025)

2412.10654 2024-12-17 cs.CL cs.LG 86%

Thinking with Knowledge Graphs: Enhancing LLM Reasoning Through Structured Data

Xue Wu, Kostas Tsioutsiouliklis

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

2412.09666 2024-12-16 cs.AI cs.CL 86%

Systematic Analysis of LLM Contributions to Planning: Solver, Verifier, Heuristic

Haoming Li, Zhaoliang Chen, Songyuan Liu, Yiming Lu, Fei Liu

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

2406.06592 2024-12-13 cs.CL cs.LG 86%

Improve Mathematical Reasoning in Language Models by Automated Process Supervision

Liangchen Luo, Yinxiao Liu, Rosanne Liu, Samrat Phatale, Meiqi Guo, Harsh Lara, Yunxuan Li, Lei Shu, Yun Zhu, Lei Meng, Jiao Sun, Abhinav Rastogi

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

Comments 17 pages, 5 figures, 2 table

2412.06162 2024-12-10 cs.AI cs.CL 86%

Query-Efficient Planning with Language Models

Gonzalo Gonzalez-Pumariega, Wayne Chen, Kushal Kedia, Sanjiban Choudhury

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

Comments 11 pages (not including references or appendix); 13 figures (9 main paper, 4 appendix); (v1) preprint

2412.04642 2024-12-09 cs.LG cs.AI 86%

Improving LLM Group Fairness on Tabular Data via In-Context Learning

Valeriia Cherepanova, Chia-Jung Lee, Nil-Jana Akpinar, Riccardo Fogliato, Martin Andres Bertran, Michael Kearns, James Zou

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

2412.03987 2024-12-06 cs.CL cs.AI 86%

MTMT: Consolidating Multiple Thinking Modes to Form a Thought Tree for Strengthening LLM

Changcheng Li, Xiangyu Wang, Qiuju Chen, Xiren Zhou, Huanhuan Chen

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

2405.18711 2024-12-06 cs.AI cs.CL 86%

Calibrating Reasoning in Language Models with Internal Consistency

Zhihui Xie, Jizhou Guo, Tong Yu, Shuai Li

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

Comments NeurIPS 2024 camera ready

2406.05804 2024-12-03 cs.AI cs.CL cs.SE 86%

A Review of Prominent Paradigms for LLM-Based Agents: Tool Use (Including RAG), Planning, and Feedback Learning

Xinzhe Li

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

Comments CoLing 2025 Camera Ready (extended to 9 pages)

2410.08130 2024-12-02 cs.LG cs.CL 86%

Think Beyond Size: Adaptive Prompting for More Effective Reasoning

Kamesh R

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

Comments Submitted to ICLR 2025. This is a preprint version. Future revisions will include additional evaluations and refinements

2411.16116 2024-11-26 cs.CL cs.AI 86%

LLM Augmentations to support Analytical Reasoning over Multiple Documents

Raquib Bin Yousuf, Nicholas Defelice, Mandar Sharma, Shengzhe Xu, Naren Ramakrishnan

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

Comments 2024 IEEE International Conference on Big Data (IEEE BigData 2024)

2310.02170 2024-11-18 cs.CL cs.AI cs.MA 86%

A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration

Zijun Liu, Yanzhe Zhang, Peng Li, Yang Liu, Diyi Yang

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

Comments Published in COLM2024. Code Repo: https://github.com/SALT-NLP/DyLAN

2406.02791 2024-11-11 cs.AI cs.CL cs.RO 86%

Language Models can Infer Action Semantics for Symbolic Planners from Environment Feedback

Wang Zhu, Ishika Singh, Robin Jia, Jesse Thomason

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

2406.01006 2024-11-04 cs.CL cs.AI cs.SE 86%

SemCoder: Training Code Language Models with Comprehensive Semantics Reasoning

Yangruibo Ding, Jinjun Peng, Marcus J. Min, Gail Kaiser, Junfeng Yang, Baishakhi Ray

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

Comments NeurIPS 2024 Camera-ready

2402.11208 2024-10-30 cs.CR cs.AI cs.CL 86%

Watch Out for Your Agents! Investigating Backdoor Threats to LLM-Based Agents

Wenkai Yang, Xiaohan Bi, Yankai Lin, Sishuo Chen, Jie Zhou, Xu Sun

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

Comments Accepted at NeurIPS 2024, camera ready version. Code and data are available at https://github.com/lancopku/agent-backdoor-attacks

2410.17195 2024-10-29 cs.AI cs.CL 86%

Non-myopic Generation of Language Models for Reasoning and Planning

Chang Ma, Haiteng Zhao, Junlei Zhang, Junxian He, Lingpeng Kong

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

2410.14255 2024-10-29 cs.AI cs.CL 86%

Nova: An Iterative Planning and Search Approach to Enhance Novelty and Diversity of LLM Generated Ideas

Xiang Hu, Hongyu Fu, Jinge Wang, Yifeng Wang, Zhikun Li, Renjun Xu, Yu Lu, Yaochu Jin, Lili Pan, Zhenzhong Lan

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

2402.05741 2024-10-24 cs.RO cs.AI cs.CV cs.LG 86%

Real-World Robot Applications of Foundation Models: A Review

Kento Kawaharazuka, Tatsuya Matsushima, Andrew Gambardella, Jiaxian Guo, Chris Paxton, Andy Zeng

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

2410.16670 2024-10-23 cs.LG cs.AI 86%

CoPS: Empowering LLM Agents with Provable Cross-Task Experience Sharing

Chen Yang, Chenyang Zhao, Quanquan Gu, Dongruo Zhou

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

Comments 25 pages, 5 tables, 3 figures

2410.12844 2024-10-18 cs.CL cs.LG 86%

TextLap: Customizing Language Models for Text-to-Layout Planning

Jian Chen, Ruiyi Zhang, Yufan Zhou, Jennifer Healey, Jiuxiang Gu, Zhiqiang Xu, Changyou Chen

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

Comments Accepted to the EMNLP Findings

2410.12409 2024-10-17 cs.AI cs.CL 86%

Revealing the Barriers of Language Agents in Planning

Jian Xie, Kexun Zhang, Jiangjie Chen, Siyu Yuan, Kai Zhang, Yikai Zhang, Lei Li, Yanghua Xiao

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

Comments Work in Progress

2410.09613 2024-10-15 cs.CL cs.AI 86%

Transformer-based Language Models for Reasoning in the Description Logic ALCQ

Angelos Poulis, Eleni Tsalapati, Manolis Koubarakis

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

Comments Presented at NeLaMKRR@KR, 2024 (arXiv:2410.05339)

1. 推理与问题求解 18857 篇

Robotouille: An Asynchronous Planning Benchmark for LLM Agents

Hybrid LLM-DDQN based Joint Optimization of V2I Communication and Autonomous Driving

Reasoning Aware Self-Consistency: Leveraging Reasoning Paths for Efficient LLM Sampling

A Stochastic Dynamical Theory of LLM Self-Adversariality: Modeling Severity Drift as a Critical Process

The Power of Adaptation: Boosting In-Context Learning through Adaptive Prompting

Critical-Questions-of-Thought: Steering LLM reasoning with Argumentative Querying

Improving Retrieval Augmented Language Model with Self-Reasoning

Towards LLM-based optimization compilers. Can LLMs learn how to apply a single peephole optimization? Reasoning is all LLMs need!

Chasing Progress, Not Perfection: Revisiting Strategies for End-to-End LLM Plan Generation

Thinking with Knowledge Graphs: Enhancing LLM Reasoning Through Structured Data

Systematic Analysis of LLM Contributions to Planning: Solver, Verifier, Heuristic

Improve Mathematical Reasoning in Language Models by Automated Process Supervision

Query-Efficient Planning with Language Models

Improving LLM Group Fairness on Tabular Data via In-Context Learning

MTMT: Consolidating Multiple Thinking Modes to Form a Thought Tree for Strengthening LLM

Calibrating Reasoning in Language Models with Internal Consistency

A Review of Prominent Paradigms for LLM-Based Agents: Tool Use (Including RAG), Planning, and Feedback Learning

Think Beyond Size: Adaptive Prompting for More Effective Reasoning

LLM Augmentations to support Analytical Reasoning over Multiple Documents

A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration

Language Models can Infer Action Semantics for Symbolic Planners from Environment Feedback

SemCoder: Training Code Language Models with Comprehensive Semantics Reasoning

Watch Out for Your Agents! Investigating Backdoor Threats to LLM-Based Agents

Non-myopic Generation of Language Models for Reasoning and Planning

Nova: An Iterative Planning and Search Approach to Enhance Novelty and Diversity of LLM Generated Ideas

Real-World Robot Applications of Foundation Models: A Review

CoPS: Empowering LLM Agents with Provable Cross-Task Experience Sharing

TextLap: Customizing Language Models for Text-to-Layout Planning

Revealing the Barriers of Language Agents in Planning

Transformer-based Language Models for Reasoning in the Description Logic ALCQ