语言大模型 / LLM - arXivDaily 专题

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

2407.08348 2024-07-18 cs.AI cs.CL cs.LG 90%

Skywork-Math: Data Scaling Laws for Mathematical Reasoning in Large Language Models -- The Story Goes On

Liang Zeng, Liangjun Zhong, Liang Zhao, Tianwen Wei, Liu Yang, Jujie He, Cheng Cheng, Rui Hu, Yang Liu, Shuicheng Yan, Han Fang, Yahui Zhou

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

2407.11003 2024-07-17 cs.CL cs.AI cs.LG 90%

Using Large Language Models in Public Transit Systems, San Antonio as a case study

Ramya Jonnala, Gongbo Liang, Jeong Yang, Izzat Alsmadi

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

2307.07319 2024-07-16 eess.SP 90%

The Power of Large Language Models for Wireless Communication System Development: A Case Study on FPGA Platforms

Yuyang Du, Hongyu Deng, Soung Chang Liew, Kexin Chen, Yulin Shao, He Chen

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

2406.14408 2024-06-24 cs.AI cs.CL cs.LG 90%

FVEL: Interactive Formal Verification Environment with Large Language Models via Theorem Proving

Xiaohan Lin, Qingxing Cao, Yinya Huang, Haiming Wang, Jianqiao Lu, Zhengying Liu, Linqi Song, Xiaodan Liang

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

2406.13161 2024-06-21 cs.AI cs.CL cs.LG cs.PL 90%

APPL: A Prompt Programming Language for Harmonious Integration of Programs and Large Language Model Prompts

Honghua Dong, Qidong Su, Yubo Gao, Zhaoyu Li, Yangjun Ruan, Gennady Pekhimenko, Chris J. Maddison, Xujie Si

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

2406.00755 2024-06-05 cs.CL cs.AI cs.LG 90%

Evaluating Mathematical Reasoning of Large Language Models: A Focus on Error Identification and Correction

Xiaoyuan Li, Wenjie Wang, Moxin Li, Junrong Guo, Yang Zhang, Fuli Feng

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 ACL Findings 2024

2402.02805 2024-06-04 cs.AI cs.CL cs.LG 90%

Graph-enhanced Large Language Models in Asynchronous Plan Reasoning

Fangru Lin, Emanuele La Malfa, Valentin Hofmann, Elle Michelle Yang, Anthony Cohn, Janet B. Pierrehumbert

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 ICML-2024

2405.20139 2024-05-31 cs.CL cs.AI cs.LG 90%

GNN-RAG: Graph Neural Retrieval for Large Language Model Reasoning

Costas Mavromatis, George Karypis

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

2401.07927 2024-05-20 cs.CL cs.AI cs.LG 90%

Are self-explanations from Large Language Models faithful?

Andreas Madsen, Sarath Chandar, Siva Reddy

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 The 62nd Annual Meeting of the Association for Computational Linguistics

2402.06894 2024-05-17 cs.CL cs.AI cs.LG cs.SD eess.AS 90%

GenTranslate: Large Language Models are Generative Multilingual Speech and Machine Translators

Yuchen Hu, Chen Chen, Chao-Han Huck Yang, Ruizhe Li, Dong Zhang, Zhehuai Chen, Eng Siong Chng

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 18 pages, Accepted by ACL 2024. This work is open sourced at: https://github.com/YUCHEN005/GenTranslate

2404.04627 2024-04-09 cs.CV 90%

Self-Training Large Language Models for Improved Visual Program Synthesis With Visual Reinforcement

Zaid Khan, Vijay Kumar BG, Samuel Schulter, Yun Fu, Manmohan Chandraker

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 CVPR 2024

2404.02934 2024-04-05 cs.CL cs.AI cs.CY cs.LG 90%

GreedLlama: Performance of Financial Value-Aligned Large Language Models in Moral Reasoning

Jeffy Yu, Maximilian Huber, Kevin Tang

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 9 pages, 1 figure

2307.16368 2024-04-02 cs.CV 90%

AntGPT: Can Large Language Models Help Long-term Action Anticipation from Videos?

Qi Zhao, Shijie Wang, Ce Zhang, Changcheng Fu, Minh Quan Do, Nakul Agarwal, Kwonjoon Lee, Chen Sun

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 ICLR 2024 Camera Ready

2309.13339 2024-03-27 cs.CL cs.AI cs.LG cs.SC 90%

Enhancing Zero-Shot Chain-of-Thought Reasoning in Large Language Models through Logic

Xufeng Zhao, Mengdi Li, Wenhao Lu, Cornelius Weber, Jae Hee Lee, Kun Chu, Stefan Wermter

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 in COLING 2024. Code see https://github.com/xf-zhao/LoT

2309.17167 2024-03-15 cs.AI cs.CL cs.LG 90%

DyVal: Dynamic Evaluation of Large Language Models for Reasoning Tasks

Kaijie Zhu, Jiaao Chen, Jindong Wang, Neil Zhenqiang Gong, Diyi Yang, Xing Xie

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 ICLR 2024 spotlight; 38 pages; code is at aka.ms/dyval

2402.12728 2024-03-05 cs.CV cs.AI cs.CL cs.IR cs.LG 90%

Modality-Aware Integration with Large Language Models for Knowledge-based Visual Question Answering

Junnan Dong, Qinggang Zhang, Huachi Zhou, Daochen Zha, Pai Zheng, Xiao Huang

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,3 figures and 1 page appendix; The processed graphs and codes will be avalibale

2402.07069 2024-02-13 cs.LG cs.AI cs.CL 90%

Using Large Language Models to Automate and Expedite Reinforcement Learning with Reward Machine

Shayan Meshkat Alsadat, Jean-Raphael Gaglione, Daniel Neider, Ufuk Topcu, Zhe Xu

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

2310.03094 2024-02-12 cs.CL cs.AI cs.LG 90%

Large Language Model Cascades with Mixture of Thoughts Representations for Cost-efficient Reasoning

Murong Yue, Jie Zhao, Min Zhang, Liang Du, Ziyu Yao

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 ICLR 2024

2309.17179 2024-02-12 cs.LG cs.AI cs.CL 90%

Alphazero-like Tree-Search can Guide Large Language Model Decoding and Training

Xidong Feng, Ziyu Wan, Muning Wen, Stephen Marcus McAleer, Ying Wen, Weinan Zhang, Jun Wang

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

2401.03346 2024-01-09 cs.CY cs.AI cs.CL cs.LG cs.SI 90%

An Investigation of Large Language Models for Real-World Hate Speech Detection

Keyan Guo, Alexander Hu, Jaden Mu, Ziheng Shi, Ziming Zhao, Nishant Vishwamitra, Hongxin Hu

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 for publication on 22nd International Conference of Machine Learning and Applications, ICMLA 2023

2312.13264 2023-12-21 cs.CL cs.AI cs.DB cs.IR cs.LG 90%

dIR -- Discrete Information Retrieval: Conversational Search over Unstructured (and Structured) Data with Large Language Models

Pablo M. Rodriguez Bertorello, Jean Rodmond Junior Laguerre

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 8 pages, 5 figures, Association for Computational Linguistics

2312.01059 2023-12-05 cs.RO 90%

Swarm-GPT: Combining Large Language Models with Safe Motion Planning for Robot Choreography Design

Aoran Jiao, Tanmay P. Patel, Sanjmi Khurana, Anna-Mariya Korol, Lukas Brunke, Vivek K. Adajania, Utku Culha, Siqi Zhou, Angela P. Schoellig

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 10 pages, 9 figures

2311.14722 2023-11-28 cs.CL cs.AI cs.LG 90%

Zero-Shot Question Answering over Financial Documents using Large Language Models

Karmvir Singh Phogat, Chetan Harsha, Sridhar Dasaratha, Shashishekar Ramakrishna, Sai Akhil Puranam

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

2311.07618 2023-11-15 cs.LG cs.AI cs.CL math.HO 90%

Large Language Models' Understanding of Math: Source Criticism and Extrapolation

Roozbeh Yousefzadeh, Xuenan Cao

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

1. 推理与问题求解 18875 篇

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

Skywork-Math: Data Scaling Laws for Mathematical Reasoning in Large Language Models -- The Story Goes On

Using Large Language Models in Public Transit Systems, San Antonio as a case study

The Power of Large Language Models for Wireless Communication System Development: A Case Study on FPGA Platforms

FVEL: Interactive Formal Verification Environment with Large Language Models via Theorem Proving

APPL: A Prompt Programming Language for Harmonious Integration of Programs and Large Language Model Prompts

Evaluating Mathematical Reasoning of Large Language Models: A Focus on Error Identification and Correction

Graph-enhanced Large Language Models in Asynchronous Plan Reasoning

GNN-RAG: Graph Neural Retrieval for Large Language Model Reasoning

Are self-explanations from Large Language Models faithful?

GenTranslate: Large Language Models are Generative Multilingual Speech and Machine Translators

Self-Training Large Language Models for Improved Visual Program Synthesis With Visual Reinforcement

GreedLlama: Performance of Financial Value-Aligned Large Language Models in Moral Reasoning

AntGPT: Can Large Language Models Help Long-term Action Anticipation from Videos?

Enhancing Zero-Shot Chain-of-Thought Reasoning in Large Language Models through Logic

DyVal: Dynamic Evaluation of Large Language Models for Reasoning Tasks

Modality-Aware Integration with Large Language Models for Knowledge-based Visual Question Answering

Using Large Language Models to Automate and Expedite Reinforcement Learning with Reward Machine

Large Language Model Cascades with Mixture of Thoughts Representations for Cost-efficient Reasoning

Alphazero-like Tree-Search can Guide Large Language Model Decoding and Training

An Investigation of Large Language Models for Real-World Hate Speech Detection

dIR -- Discrete Information Retrieval: Conversational Search over Unstructured (and Structured) Data with Large Language Models

Swarm-GPT: Combining Large Language Models with Safe Motion Planning for Robot Choreography Design

Zero-Shot Question Answering over Financial Documents using Large Language Models

Large Language Models' Understanding of Math: Source Criticism and Extrapolation