语言大模型 / LLM - arXivDaily 专题

2405.16510 2024-12-17 cs.AI cs.CL cs.LG 87%

Planning with Multi-Constraints via Collaborative Language Agents

Cong Zhang, Derrick Goh Xin Deik, Dexun Li, Hao Zhang, Yong Liu

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

2412.08054 2024-12-12 cs.LG cs.AI cs.CL cs.CR 87%

Federated In-Context LLM Agent Learning

Panlong Wu, Kangshuo Li, Junbao Nan, Fangxin Wang

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、cs.LG

2411.04282 2024-11-25 cs.AI cs.CL cs.LG stat.ML 87%

Language Models are Hidden Reasoners: Unlocking Latent Reasoning Capabilities via Self-Rewarding

Haolin Chen, Yihao Feng, Zuxin Liu, Weiran Yao, Akshara Prabhakar, Shelby Heinecke, Ricky Ho, Phil Mui, Silvio Savarese, Caiming Xiong, Huan Wang

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、cs.LG

2411.00855 2024-11-05 cs.LG cs.AI cs.CL cs.CV 87%

Vision-Language Models Can Self-Improve Reasoning via Reflection

Kanzhi Cheng, Yantao Li, Fangzhi Xu, Jianbing Zhang, Hao Zhou, Yang Liu

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、cs.LG

2409.03733 2024-10-22 cs.LG cs.AI cs.CL 87%

Planning In Natural Language Improves LLM Search For Code Generation

Evan Wang, Federico Cassano, Catherine Wu, Yunfeng Bai, Will Song, Vaskar Nath, Ziwen Han, Sean Hendryx, Summer Yue, Hugh Zhang

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、cs.LG

2408.05874 2024-10-16 cs.CL cs.AI cs.LG 87%

LLM-Based Robust Product Classification in Commerce and Compliance

Sina Gholamian, Gianfranco Romani, Bartosz Rudnikowicz, Stavroula Skylaki

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、cs.LG

Comments Camera-ready version for Customizable NLP Workshop at EMNLP 2024. 11 pages

2410.10577 2024-10-15 cs.RO 87%

Words to Wheels: Vision-Based Autonomous Driving Understanding Human Language Instructions Using Foundation Models

Chanhoe Ryu, Hyunki Seong, Daegyu Lee, Seongwoo Moon, Sungjae Min, D. Hyunchul Shim

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

Comments 7 pages, 7 figures

2406.18722 2024-10-15 cs.RO cs.CV 87%

Towards Open-World Grasping with Large Vision-Language Models

Georgios Tziafas, Hamidreza Kasaei

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

Comments 8th Conference on Robot Learning (CoRL 2024), Munich, Germany

2409.13724 2024-09-24 cs.CL cs.AI cs.LG 87%

Logically Consistent Language Models via Neuro-Symbolic Integration

Diego Calanzone, Stefano Teso, Antonio Vergari

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、cs.LG

2406.06576 2024-09-04 cs.CL cs.AI cs.LG 87%

OccamLLM: Fast and Exact Language Model Arithmetic in a Single Step

Owen Dugan, Donato Manuel Jimenez Beneto, Charlotte Loh, Zhuo Chen, Rumen Dangovski, Marin Soljačić

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、cs.LG

2408.16293 2024-08-30 cs.CL cs.AI cs.LG 87%

Physics of Language Models: Part 2.2, How to Learn From Mistakes on Grade-School Math Problems

Tian Ye, Zicheng Xu, Yuanzhi Li, Zeyuan Allen-Zhu

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

Comments arXiv admin note: text overlap with arXiv:2407.20311

2402.00798 2024-08-13 cs.LG cs.AI cs.CL cs.FL 87%

Formal-LLM: Integrating Formal Language and Natural Language for Controllable LLM-based Agents

Zelong Li, Wenyue Hua, Hao Wang, He Zhu, Yongfeng Zhang

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、cs.LG

2404.04603 2024-07-29 cs.HC cs.CY 87%

Analyzing LLM Usage in an Advanced Computing Class in India

Anupam Garg, Aryaman Raina, Aryan Gupta, Jaskaran Singh, Manav Saini, Prachi Iiitd, Ronit Mehta, Rupin Oberoi, Sachin Sharma, Samyak Jain, Sarthak Tyagi, Utkarsh Arora, Dhruv Kumar

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

Comments Under review: 8 pages

2309.15091 2024-07-16 cs.CV cs.AI cs.CL cs.LG 87%

VideoDirectorGPT: Consistent Multi-scene Video Generation via LLM-Guided Planning

Han Lin, Abhay Zala, Jaemin Cho, Mohit Bansal

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、cs.LG

Comments COLM 2024; Project page: https://videodirectorgpt.github.io

2401.06102 2024-06-10 cs.CL cs.AI cs.LG 87%

Patchscopes: A Unifying Framework for Inspecting Hidden Representations of Language Models

Asma Ghandeharioun, Avi Caciularu, Adam Pearce, Lucas Dixon, Mor Geva

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、cs.LG

Comments ICML 2024 (to appear)

2406.02356 2024-06-05 cs.LG cs.AI cs.CL 87%

Language Models Do Hard Arithmetic Tasks Easily and Hardly Do Easy Arithmetic Tasks

Andrew Gambardella, Yusuke Iwasawa, Yutaka Matsuo

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、cs.LG

Comments In Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers)

2406.00115 2024-06-04 cs.PL 87%

Towards LLM-Powered Verilog RTL Assistant: Self-Verification and Self-Correction

Hanxian Huang, Zhenghan Lin, Zixuan Wang, Xin Chen, Ke Ding, Jishen Zhao

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

2405.11106 2024-05-21 cs.MA cs.AI cs.CL cs.LG cs.RO 87%

LLM-based Multi-Agent Reinforcement Learning: Current and Future Directions

Chuanneng Sun, Songjun Huang, Dario Pompili

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、cs.LG

Comments 8 pages, 1 figure, 1 table, submitted to IEEE RA-L

2311.05772 2024-04-10 cs.AI cs.CL cs.LG 87%

ADaPT: As-Needed Decomposition and Planning with Language Models

Archiki Prasad, Alexander Koller, Mareike Hartmann, Peter Clark, Ashish Sabharwal, Mohit Bansal, Tushar Khot

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、cs.LG

Comments NAACL 2024 (findings) camera-ready. Project Page: https://allenai.github.io/adaptllm

2403.18120 2024-03-28 cs.AI cs.CL cs.LG 87%

Don't Trust: Verify -- Grounding LLM Quantitative Reasoning with Autoformalization

Jin Peng Zhou, Charles Staats, Wenda Li, Christian Szegedy, Kilian Q. Weinberger, Yuhuai Wu

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、cs.LG

Comments ICLR 2024

2402.03822 2024-02-27 cs.AI cs.CL cs.LG 87%

RevOrder: A Novel Method for Enhanced Arithmetic in Language Models

Si Shen, Peijun Shen, Danhao Zhu

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、cs.LG

2402.02716 2024-02-08 cs.AI cs.CL cs.LG 87%

Understanding the planning of LLM agents: A survey

Xu Huang, Weiwen Liu, Xiaolong Chen, Xingmei Wang, Hao Wang, Defu Lian, Yasheng Wang, Ruiming Tang, Enhong 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、cs.LG

Comments 9 pages, 2 tables, 2 figures

2402.01748 2024-02-08 cs.NI cs.AI cs.CL cs.LG 87%

Large Multi-Modal Models (LMMs) as Universal Foundation Models for AI-Native Wireless Systems

Shengzhe Xu, Christo Kurisummoottil Thomas, Omar Hashash, Nikhil Muralidhar, Walid Saad, Naren Ramakrishnan

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.CL、cs.AI、cs.LG

2402.03610 2024-02-07 cs.LG cs.AI cs.CL 87%

RAP: Retrieval-Augmented Planning with Contextual Memory for Multimodal LLM Agents

Tomoyuki Kagaya, Thong Jing Yuan, Yuxuan Lou, Jayashree Karlekar, Sugiri Pranata, Akira Kinose, Koki Oguri, Felix Wick, Yang You

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、cs.LG

2402.01812 2024-02-06 cs.CL cs.AI cs.LG 87%

Distilling LLMs' Decomposition Abilities into Compact Language Models

Denis Tarasov, Kumar Shridhar

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、cs.LG

Comments https://github.com/DT6A/GSM8K-AI-SubQ

2312.11562 2024-01-26 cs.AI cs.CL cs.CV cs.LG 87%

A Survey of Reasoning with Foundation Models

Jiankai Sun, Chuanyang Zheng, Enze Xie, Zhengying Liu, Ruihang Chu, Jianing Qiu, Jiaqi Xu, Mingyu Ding, Hongyang Li, Mengzhe Geng, Yue Wu, Wenhai Wang, Junsong Chen, Zhangyue Yin, Xiaozhe Ren, Jie Fu, Junxian He, Wu Yuan, Qi Liu, Xihui Liu, Yu Li, Hao Dong, Yu Cheng, Ming Zhang, Pheng Ann Heng, Jifeng Dai, Ping Luo, Jingdong Wang, Ji-Rong Wen, Xipeng Qiu, Yike Guo, Hui Xiong, Qun Liu, Zhenguo Li

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.CL、cs.AI、cs.LG

Comments 20 Figures, 160 Pages, 750+ References, Project Page https://github.com/reasoning-survey/Awesome-Reasoning-Foundation-Models

2310.02255 2024-01-23 cs.CV cs.AI cs.CL cs.LG 87%

MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts

Pan Lu, Hritik Bansal, Tony Xia, Jiacheng Liu, Chunyuan Li, Hannaneh Hajishirzi, Hao Cheng, Kai-Wei Chang, Michel Galley, Jianfeng Gao

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.CL、cs.AI、cs.LG

Comments 116 pages, 120 figures. Accepted to ICLR 2024

2312.04350 2024-01-18 cs.CL cs.AI cs.LG 87%

CLadder: Assessing Causal Reasoning in Language Models

Zhijing Jin, Yuen Chen, Felix Leeb, Luigi Gresele, Ojasv Kamal, Zhiheng Lyu, Kevin Blin, Fernando Gonzalez Adauto, Max Kleiman-Weiner, Mrinmaya Sachan, Bernhard Schölkopf

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、cs.LG

Comments NeurIPS 2023; updated with CLadder dataset v1.5

2307.06857 2024-01-15 cs.AI cs.CL cs.LG 87%

Lightweight reranking for language model generations

Siddhartha Jain, Xiaofei Ma, Anoop Deoras, Bing Xiang

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、cs.LG

2311.12144 2024-01-08 cs.CV 87%

Applications of Large Scale Foundation Models for Autonomous Driving

Yu Huang, Yue Chen, Zhu Li

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

Comments 23 pages. A survey paper

1. 推理与问题求解 18857 篇

Planning with Multi-Constraints via Collaborative Language Agents

Federated In-Context LLM Agent Learning

Language Models are Hidden Reasoners: Unlocking Latent Reasoning Capabilities via Self-Rewarding

Vision-Language Models Can Self-Improve Reasoning via Reflection

Planning In Natural Language Improves LLM Search For Code Generation

LLM-Based Robust Product Classification in Commerce and Compliance

Words to Wheels: Vision-Based Autonomous Driving Understanding Human Language Instructions Using Foundation Models

Towards Open-World Grasping with Large Vision-Language Models

Logically Consistent Language Models via Neuro-Symbolic Integration

OccamLLM: Fast and Exact Language Model Arithmetic in a Single Step

Physics of Language Models: Part 2.2, How to Learn From Mistakes on Grade-School Math Problems

Formal-LLM: Integrating Formal Language and Natural Language for Controllable LLM-based Agents

Analyzing LLM Usage in an Advanced Computing Class in India

VideoDirectorGPT: Consistent Multi-scene Video Generation via LLM-Guided Planning

Patchscopes: A Unifying Framework for Inspecting Hidden Representations of Language Models

Language Models Do Hard Arithmetic Tasks Easily and Hardly Do Easy Arithmetic Tasks

Towards LLM-Powered Verilog RTL Assistant: Self-Verification and Self-Correction

LLM-based Multi-Agent Reinforcement Learning: Current and Future Directions

ADaPT: As-Needed Decomposition and Planning with Language Models

Don't Trust: Verify -- Grounding LLM Quantitative Reasoning with Autoformalization

RevOrder: A Novel Method for Enhanced Arithmetic in Language Models

Understanding the planning of LLM agents: A survey

Large Multi-Modal Models (LMMs) as Universal Foundation Models for AI-Native Wireless Systems

RAP: Retrieval-Augmented Planning with Contextual Memory for Multimodal LLM Agents

Distilling LLMs' Decomposition Abilities into Compact Language Models

A Survey of Reasoning with Foundation Models

MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts

CLadder: Assessing Causal Reasoning in Language Models

Lightweight reranking for language model generations

Applications of Large Scale Foundation Models for Autonomous Driving