语言大模型 / LLM - arXivDaily 专题

2412.12639 2025-04-23 cs.CL cs.AI 88%

Falcon: Faster and Parallel Inference of Large Language Models through Enhanced Semi-Autoregressive Drafting and Custom-Designed Decoding Tree

Xiangxiang Gao, Weisheng Xie, Yiwei Xiang, Feng Ji

专题命中效率与部署：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI

Comments AAAI 2025 Accepted

2504.13825 2025-04-21 cs.CL cs.LG 88%

Feature Alignment and Representation Transfer in Knowledge Distillation for Large Language Models

Junjie Yang, Junhao Song, Xudong Han, Ziqian Bi, Tianyang Wang, Chia Xin Liang, Xinyuan Song, Yichao Zhang, Qian Niu, Benji Peng, Keyu Chen, Ming Liu

机构 * Pingtan Research Institute of Xiamen University（厦门大学滨海研究院）； Imperial College London（伦敦帝国理工学院）； University of Sussex（苏塞克斯大学）； Purdue University（普渡大学）； University of Liverpool（利物浦大学）； JTB Technology Corp.（JTB技术公司）； Emory University（埃默里大学）； The University of Texas at Dallas（德克萨斯大学达拉斯分校）； Kyoto University（京都大学）； AppCubic ； Georgia Institute of Technology（佐治亚理工学院）； AI Agent Lab（AI代理实验室）

专题命中效率与部署：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.LG

2504.12996 2025-04-18 cs.CL cs.AI 88%

SHA256 at SemEval-2025 Task 4: Selective Amnesia -- Constrained Unlearning for Large Language Models via Knowledge Isolation

Saransh Agrawal, Kuan-Hao Huang

专题命中效率与部署：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI

Comments 8 pages, In Proceedings of The 19th International Workshop on Semantic Evaluation (SemEval), 2025

2504.12359 2025-04-18 cs.LG cs.AI 88%

Unveiling Hidden Collaboration within Mixture-of-Experts in Large Language Models

Yuanbo Tang, Yan Tang, Naifan Zhang, Meixuan Chen, Yang Li

专题命中效率与部署：large language model(title,abstract)；language model(title,abstract)；分类 cs.AI、cs.LG

2402.12280 2025-04-15 cs.CL cs.AI 88%

Plato: Plan to Efficiently Decode for Large Language Model Inference

Shuowei Jin, Xueshen Liu, Yongji Wu, Haizhong Zheng, Qingzhao Zhang, Atul Prakash, Matthew Lentz, Danyang Zhuo, Feng Qian, Z. Morley Mao

专题命中效率与部署：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI

2504.03794 2025-04-08 cs.CL cs.AI 88%

Entropy-Based Block Pruning for Efficient Large Language Models

Liangwei Yang, Yuhui Xu, Juntao Tan, Doyen Sahoo, Silvio Savarese, Caiming Xiong, Huan Wang, Shelby Heinecke

专题命中效率与部署：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI

Comments 9 pages, 8 figures

2504.03651 2025-04-08 cs.DC cs.AI cs.LG 88%

Echo: Efficient Co-Scheduling of Hybrid Online-Offline Tasks for Large Language Model Serving

Zhibin Wang, Shipeng Li, Xue Li, Yuhang Zhou, Zhonghui Zhang, Zibo Wang, Rong Gu, Chen Tian, Kun Yang, Sheng Zhong

专题命中效率与部署：large language model(title,abstract)；language model(title,abstract)；分类 cs.AI、cs.LG

2503.19426 2025-03-26 cs.CL cs.AI cs.CY 88%

DeCAP: Context-Adaptive Prompt Generation for Debiasing Zero-shot Question Answering in Large Language Models

Suyoung Bae, YunSeok Choi, Jee-Hyong Lee

专题命中效率与部署：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI

Comments Accepted to NAACL 2025 main. 20 pages, 3 figures

2503.17502 2025-03-25 cs.SE cs.AI cs.CL 88%

Large Language Models (LLMs) for Source Code Analysis: applications, models and datasets

Hamed Jelodar, Mohammad Meymani, Roozbeh Razavi-Far

专题命中效率与部署：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI

2503.16036 2025-03-21 cs.CV cs.AI cs.CL 88%

Hybrid-Level Instruction Injection for Video Token Compression in Multi-modal Large Language Models

Zhihang Liu, Chen-Wei Xie, Pandeng Li, Liming Zhao, Longxiang Tang, Yun Zheng, Chuanbin Liu, Hongtao Xie

专题命中效率与部署：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI

Comments Accepted to CVPR2025

2407.12863 2025-03-11 cs.CL cs.AI 88%

Token-Supervised Value Models for Enhancing Mathematical Problem-Solving Capabilities of Large Language Models

Jung Hyun Lee, June Yong Yang, Byeongho Heo, Dongyoon Han, Kyungsu Kim, Eunho Yang, Kang Min Yoo

专题命中效率与部署：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI

2503.04728 2025-03-10 cs.CL cs.AI 88%

Leveraging Large Language Models For Optimized Item Categorization using UNSPSC Taxonomy

Anmolika Singh, Yuhang Diao

专题命中效率与部署：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI

Comments 10 Pages, International Conference on NLP, AI, Computer Science & Engineering (NLAICSE 2024), December 2024, ISBN : 978-1-923107-45-8

Journal ref International Journal on Cybernetics & Informatics. 13. (2024)

2406.16976 2025-03-10 cs.NE cs.AI cs.LG physics.chem-ph 88%

Efficient Evolutionary Search Over Chemical Space with Large Language Models

Haorui Wang, Marta Skreta, Cher-Tian Ser, Wenhao Gao, Lingkai Kong, Felix Strieth-Kalthoff, Chenru Duan, Yuchen Zhuang, Yue Yu, Yanqiao Zhu, Yuanqi Du, Alán Aspuru-Guzik, Kirill Neklyudov, Chao Zhang

专题命中效率与部署：large language model(title,abstract)；language model(title,abstract)；分类 cs.AI、cs.LG

Comments Published in ICLR 2025

2503.01542 2025-03-04 cs.CL cs.AI 88%

Revisiting Large Language Model Pruning using Neuron Semantic Attribution

Yizhuo Ding, Xinwei Sun, Yanwei Fu, Guosheng Hu

专题命中效率与部署：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI

2408.14690 2025-02-27 cs.CL cs.AI 88%

Training-Free Activation Sparsity in Large Language Models

James Liu, Pragaash Ponnusamy, Tianle Cai, Han Guo, Yoon Kim, Ben Athiwaratkun

专题命中效率与部署：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI

Comments Rev. 2: ICLR 2025 Acceptance (Spotlight)

2406.07212 2025-02-27 cs.CL cs.AI cs.HC 88%

Trustworthy and Practical AI for Healthcare: A Guided Deferral System with Large Language Models

Joshua Strong, Qianhui Men, Alison Noble

专题命中效率与部署：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI

Comments AAAI-AISI 2025

2502.15763 2025-02-26 cs.DC cs.AI cs.AR cs.LG 88%

Hybrid Offline-online Scheduling Method for Large Language Model Inference Optimization

Bowen Pang, Kai Li, Ruifeng She, Feifan Wang

专题命中效率与部署：large language model(title,abstract)；language model(title,abstract)；分类 cs.AI、cs.LG

2405.10616 2025-02-25 cs.CL cs.LG 88%

Adaptive Feature-based Low-Rank Compression of Large Language Models via Bayesian Optimization

Yixin Ji, Yang Xiang, Juntao Li, Qingrong Xia, Zi Ye, Xinyu Duan, Zhefeng Wang, Kehai Chen, Min Zhang

专题命中效率与部署：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.LG

Comments Published as a conference paper at 2024 EMNLP findings

2402.00913 2025-02-25 cs.CR cs.AI cs.CL 88%

Institutional Platform for Secure Self-Service Large Language Model Exploration

V. K. Cody Bumgardner, Mitchell A. Klusty, W. Vaiden Logan, Samuel E. Armstrong, Caroline N. Leach, Kenneth L. Calvert, Caylin Hickey, Jeff Talbert

专题命中效率与部署：language model(title,abstract)；large language model(title)；LLM(abstract)；分类 cs.CL、cs.AI

Comments 10 pages 5 figures, 1 table

2502.10419 2025-02-19 cs.NE cs.AI cs.LG 88%

A Hybrid Swarm Intelligence Approach for Optimizing Multimodal Large Language Models Deployment in Edge-Cloud-based Federated Learning Environments

Gaith Rjouba, Hanae Elmekki, Saidul Islam, Jamal Bentahar, Rachida Dssouli

专题命中效率与部署：large language model(title,abstract)；language model(title,abstract)；分类 cs.AI、cs.LG

2502.05825 2025-02-19 cs.CL cs.AI 88%

Delta -- Contrastive Decoding Mitigates Text Hallucinations in Large Language Models

Cheng Peng Huang, Hao-Yuan Chen

专题命中效率与部署：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI

2310.00833 2025-02-18 cs.CL cs.LG 88%

Necessary and Sufficient Watermark for Large Language Models

Yuki Takezawa, Ryoma Sato, Han Bao, Kenta Niwa, Makoto Yamada

专题命中效率与部署：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.LG

Comments TMLR 2025

2405.20973 2025-02-11 cs.LG cs.CL 88%

LCQ: Low-Rank Codebook based Quantization for Large Language Models

Wen-Pu Cai, Ming-Yang Li, Wu-Jun Li

专题命中效率与部署：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.LG

Comments 10 pages, 4 figures

2502.04353 2025-02-10 cs.CL cs.AI cs.CV 88%

CognArtive: Large Language Models for Automating Art Analysis and Decoding Aesthetic Elements

Afshin Khadangi, Amir Sartipi, Igor Tchappi, Gilbert Fridgen

专题命中效率与部署：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI

2501.14713 2025-02-03 cs.CL cs.LG 88%

FlexiGPT: Pruning and Extending Large Language Models with Low-Rank Weight Sharing

James Seale Smith, Chi-Heng Lin, Shikhar Tuli, Haris Jeelani, Shangqian Gao, Yilin Shen, Hongxia Jin, Yen-Chang Hsu

专题命中效率与部署：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.LG

Comments Accepted to NAACL 2025 - Main Conference

2501.10054 2025-01-31 cs.LG cs.AI 88%

Accelerating Large Language Models through Partially Linear Feed-Forward Network

Gansen Hu, Zhaoguo Wang, Jinglin Wei, Wei Huang, Haibo Chen

专题命中效率与部署：large language model(title,abstract)；language model(title,abstract)；分类 cs.AI、cs.LG

2501.17459 2025-01-30 cs.AI cs.CL 88%

Large Language Models for Single-Step and Multi-Step Flight Trajectory Prediction

Kaiwei Luo, Jiliu Zhou

专题命中效率与部署：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI

Comments 9 pages, 7 figures

2501.15355 2025-01-28 cs.CL cs.AI 88%

Large Language Models as Theory of Mind Aware Generative Agents with Counterfactual Reflection

Bo Yang, Jiaxian Guo, Yusuke Iwasawa, Yutaka Matsuo

专题命中效率与部署：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI

2410.05265 2025-01-28 cs.LG cs.CL 88%

PrefixQuant: Eliminating Outliers by Prefixed Tokens for Large Language Models Quantization

Mengzhao Chen, Yi Liu, Jiahao Wang, Yi Bin, Wenqi Shao, Ping Luo

专题命中效率与部署：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.LG

Comments PrefixQuant improves quantization accuracy across various precision and quantization settings

2501.12465 2025-01-23 cs.LG cs.AI cs.CR 88%

Adaptive PII Mitigation Framework for Large Language Models

Shubhi Asthana, Ruchi Mahindru, Bing Zhang, Jorge Sanz

专题命中效率与部署：large language model(title,abstract)；language model(title,abstract)；分类 cs.AI、cs.LG

Comments This paper has been accepted at PPAI-25, the 6th AAAI Workshop on Privacy-Preserving Artificial Intelligence

1. 效率与部署 22368 篇

Falcon: Faster and Parallel Inference of Large Language Models through Enhanced Semi-Autoregressive Drafting and Custom-Designed Decoding Tree

Feature Alignment and Representation Transfer in Knowledge Distillation for Large Language Models

SHA256 at SemEval-2025 Task 4: Selective Amnesia -- Constrained Unlearning for Large Language Models via Knowledge Isolation

Unveiling Hidden Collaboration within Mixture-of-Experts in Large Language Models

Plato: Plan to Efficiently Decode for Large Language Model Inference

Entropy-Based Block Pruning for Efficient Large Language Models

Echo: Efficient Co-Scheduling of Hybrid Online-Offline Tasks for Large Language Model Serving

DeCAP: Context-Adaptive Prompt Generation for Debiasing Zero-shot Question Answering in Large Language Models

Large Language Models (LLMs) for Source Code Analysis: applications, models and datasets

Hybrid-Level Instruction Injection for Video Token Compression in Multi-modal Large Language Models

Token-Supervised Value Models for Enhancing Mathematical Problem-Solving Capabilities of Large Language Models

Leveraging Large Language Models For Optimized Item Categorization using UNSPSC Taxonomy

Efficient Evolutionary Search Over Chemical Space with Large Language Models

Revisiting Large Language Model Pruning using Neuron Semantic Attribution

Training-Free Activation Sparsity in Large Language Models

Trustworthy and Practical AI for Healthcare: A Guided Deferral System with Large Language Models

Hybrid Offline-online Scheduling Method for Large Language Model Inference Optimization

Adaptive Feature-based Low-Rank Compression of Large Language Models via Bayesian Optimization

Institutional Platform for Secure Self-Service Large Language Model Exploration

A Hybrid Swarm Intelligence Approach for Optimizing Multimodal Large Language Models Deployment in Edge-Cloud-based Federated Learning Environments

Delta -- Contrastive Decoding Mitigates Text Hallucinations in Large Language Models

Necessary and Sufficient Watermark for Large Language Models

LCQ: Low-Rank Codebook based Quantization for Large Language Models

CognArtive: Large Language Models for Automating Art Analysis and Decoding Aesthetic Elements

FlexiGPT: Pruning and Extending Large Language Models with Low-Rank Weight Sharing

Accelerating Large Language Models through Partially Linear Feed-Forward Network

Large Language Models for Single-Step and Multi-Step Flight Trajectory Prediction

Large Language Models as Theory of Mind Aware Generative Agents with Counterfactual Reflection

PrefixQuant: Eliminating Outliers by Prefixed Tokens for Large Language Models Quantization

Adaptive PII Mitigation Framework for Large Language Models