语言大模型 / LLM

NANOGPT: A Query-Driven Large Language Model Retrieval-Augmented Generation System for Nanotechnology Research

Achuth Chandrasekhar, Omid Barati Farimani, Olabode T. Ajenifujah, Janghoon Ock, Amir Barati Farimani

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

Comments 61 pages, 3 figures

Large Language Model Agent for Hyper-Parameter Optimization

Siyi Liu, Chen Gao, Yong Li

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

MixLLM: Dynamic Routing in Mixed Large Language Models

Xinyuan Wang, Yanchi Liu, Wei Cheng, Xujiang Zhao, Zhengzhang Chen, Wenchao Yu, Yanjie Fu, Haifeng Chen

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

Comments 11 pages, 7 figures, accepted by NAACL 2025 main conference

Queue management for slo-oriented large language model serving

Archit Patke, Dhemath Reddy, Saurabh Jha, Haoran Qiu, Christian Pinto, Chandra Narayanaswami, Zbigniew Kalbarczyk, Ravishankar Iyer

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

CBQ: Cross-Block Quantization for Large Language Models

Xin Ding, Xiaoyu Liu, Zhijun Tu, Yun Zhang, Wei Li, Jie Hu, Hanting Chen, Yehui Tang, Zhiwei Xiong, Baoqun Yin, Yunhe Wang

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

Systematic Weight Evaluation for Pruning Large Language Models: Enhancing Performance and Sustainability

Ashhadul Islam, Samir Brahim Belhaouari, Amine Bermak

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

When Compression Meets Model Compression: Memory-Efficient Double Compression for Large Language Models

Weilan Wang, Yu Mao, Dongdong Tang, Hongchao Du, Nan Guan, Chun Jason Xue

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

Chain-of-Rank: Enhancing Large Language Models for Domain-Specific RAG in Edge Device

Juntae Lee, Jihwan Bang, Seunghan Yang, Kyuhong Shim, Simyung Chang

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

Comments NAACL 2025 (Findings)

Capturing Nuanced Preferences: Preference-Aligned Distillation for Small Language Models

Yanggan Gu, Junzhuo Li, Sirui Huang, Xin Zou, Zhenghua Li, Xuming Hu

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

Comments Under review

What are Models Thinking about? Understanding Large Language Model Hallucinations "Psychology" through Model Inner State Analysis

Peiran Wang, Yang Liu, Yunfei Lu, Jue Hong, Ye Wu

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

Efficient Machine Translation Corpus Generation: Integrating Human-in-the-Loop Post-Editing with Large Language Models

Kamer Ali Yuksel, Ahmet Gunduz, Abdul Baseet Anees, Hassan Sawaf

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

Efficient Alignment of Large Language Models via Data Sampling

Amrit Khera, Rajat Ghosh, Debojyoti Dutta

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

Comments Original work accepted at NeurIPS Efficient Natural Language and Speech Processing Workshop. PMLR, 2024. Experiments with a larger model from a different family, Llama-30B have been added to the appendix for generalizability

BiLD: Bi-directional Logits Difference Loss for Large Language Model Distillation

Minchong Li, Feng Zhou, Xiaohui Song

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

Comments COLING 2025

Towards Efficient Pre-training: Exploring FP4 Precision in Large Language Models

Jiecheng Zhou, Ding Tang, Rong Fu, Boni Hu, Haoran Xu, Yi Wang, Zhilin Pei, Zhongling Su, Liang Liu, Xingcheng Zhang, Weiming Zhang

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

Comments 8 pages, 2 figure

SELP: Generating Safe and Efficient Task Plans for Robot Agents with Large Language Models

Yi Wu, Zikang Xiong, Yiran Hu, Shreyash S. Iyengar, Nan Jiang, Aniket Bera, Lin Tan, Suresh Jagannathan

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

Comments This paper has been accepted for presentation at the 2025 IEEE International Conference on Robotics and Automation (ICRA), May 19-23, 2025, Atlanta, USA, and for inclusion in the conference proceeding

ResQ: Mixed-Precision Quantization of Large Language Models with Low-Rank Residuals

Utkarsh Saxena, Sayeh Sharify, Kaushik Roy, Xin Wang

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

Comments 18 pages, 7 figures, 10 tables

Persona-DB: Efficient Large Language Model Personalization for Response Prediction with Collaborative Data Refinement

Chenkai Sun, Ke Yang, Revanth Gangi Reddy, Yi R. Fung, Hou Pong Chan, Kevin Small, ChengXiang Zhai, Heng Ji

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

DOCS: Quantifying Weight Similarity for Deeper Insights into Large Language Models

Zeping Min, Xinshang Wang

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

Streamlining Redundant Layers to Compress Large Language Models

Xiaodong Chen, Yuxuan Hu, Jing Zhang, Yanling Wang, Cuiping Li, Hong Chen

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

CAPRAG: A Large Language Model Solution for Customer Service and Automatic Reporting using Vector and Graph Retrieval-Augmented Generation

Hamza Landolsi, Kais Letaief, Nizar Taghouti, Ines Abdeljaoued-Tej

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

Comments 14 pages, 5 Figures, 3 Tables

MoE$^2$: Optimizing Collaborative Inference for Edge Large Language Models

Lyudong Jin, Yanning Zhang, Yanhan Li, Shurong Wang, Howard H. Yang, Jian Wu, Meng Zhang

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

Comments Submitted to IEEE/ACM Transactions on Networking

aiXcoder-7B: A Lightweight and Effective Large Language Model for Code Processing

Siyuan Jiang, Jia Li, He Zong, Huanyu Liu, Hao Zhu, Shukai Hu, Erlu Li, Jiazheng Ding, Yu Han, Wei Ning, Gen Wang, Yihong Dong, Kechi Zhang, Ge Li

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

Comments (1) Accepted by the 47th International Conference on Software Engineering (ICSE 2025). (2) aiXcoder-7B is available at https://github.com/aixcoder-plugin/aiXcoder-7B

Large Language Models For Text Classification: Case Study And Comprehensive Review

Arina Kostina, Marios D. Dikaiakos, Dimosthenis Stefanidis, George Pallis

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

MinMo: A Multimodal Large Language Model for Seamless Voice Interaction

Qian Chen, Yafeng Chen, Yanni Chen, Mengzhe Chen, Yingda Chen, Chong Deng, Zhihao Du, Ruize Gao, Changfeng Gao, Zhifu Gao, Yabin Li, Xiang Lv, Jiaqing Liu, Haoneng Luo, Bin Ma, Chongjia Ni, Xian Shi, Jialong Tang, Hui Wang, Hao Wang, Wen Wang, Yuxuan Wang, Yunlan Xu, Fan Yu, Zhijie Yan, Yexin Yang, Baosong Yang, Xian Yang, Guanrou Yang, Tianyu Zhao, Qinglin Zhang, Shiliang Zhang, Nan Zhao, Pei Zhang, Chong Zhang, Jinren Zhou

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

Comments Work in progress. Authors are listed in alphabetical order by family name

HADES: Hardware Accelerated Decoding for Efficient Speculation in Large Language Models

Ze Yang, Yihong Jin, Xinhe Xu

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

Comments Accepted to ICCEA 2025

LearningFlow: Automated Policy Learning Workflow for Urban Driving with Large Language Models

Zengqi Peng, Yubin Wang, Xu Han, Lei Zheng, Jun Ma

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

Integrating remote sensing data assimilation, deep learning and large language model for interactive wheat breeding yield prediction

Guofeng Yang, Nanfei Jin, Wenjie Ai, Zhonghua Zheng, Yuhong He, Yong He

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

Evaluating Large Language Models Against Human Annotators in Latent Content Analysis: Sentiment, Political Leaning, Emotional Intensity, and Sarcasm

Ljubisa Bojic, Olga Zagovora, Asta Zelenkauskaite, Vuk Vukovic, Milan Cabarkapa, Selma Veseljević Jerkovic, Ana Jovančevic

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

Comments 24 pages, 3 figures

Distributed Mixture-of-Agents for Edge Inference with Large Language Models

Purbesh Mitra, Priyanka Kaswan, Sennur Ulukus

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

Facilitating large language model Russian adaptation with Learned Embedding Propagation

Mikhail Tikhomirov, Daniil Chernyshev

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

Comments Preprint version of an article published in the Journal of Language and Education. Copyright held by the owner/author(s). Publication rights licensed to the Journal of Language and Education