语言大模型 / LLM

Feather-SQL: A Lightweight NL2SQL Framework with Dual-Model Collaboration Paradigm for Small Language Models

Wenqi Pei, Hailing Xu, Hengyuan Zhao, Shizheng Hou, Han Chen, Zining Zhang, Pingyi Luo, Bingsheng He

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 DL4C @ ICLR 2025

Yet another algorithmic bias: A Discursive Analysis of Large Language Models Reinforcing Dominant Discourses on Gender and Race

Gustavo Bonil, Simone Hashiguti, Jhessica Silva, João Gondim, Helena Maia, Nádia Silva, Helio Pedrini, Sandra Avila

机构 * Instituto de Estudos da Linguagem (IEL), Universidade Estadual de Campinas (UNICAMP)（语言研究学院（IEL），Campinas州立大学（UNICAMP）） ； Instituto de Computação (IC), Universidade Estadual de Campinas (UNICAMP)（计算学院（IC），Campinas州立大学（UNICAMP）） ； Instituto de Informática, Universidade Federal de Goiás (UFG)（信息学院，戈亚斯联邦大学（UFG）） 纠错

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 29 pages, 3 figures

MuaLLM: A Multimodal Large Language Model Agent for Circuit Design Assistance with Hybrid Contextual Retrieval-Augmented Generation

Pravallika Abbineni, Saoud Aldowaish, Colin Liechty, Soroosh Noorzad, Ali Ghazizadeh, Morteza Fayazi

机构 * University of Utah（犹他大学） ； University of Michigan（密歇根大学） 纠错

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

Amber Pruner: Leveraging N:M Activation Sparsity for Efficient Prefill in Large Language Models

Tai An, Ruwu Cai, Yanzhe Zhang, Yang Liu, Hao Chen, Pengcheng Xie, Sheng Chang, Yiwu Yao, Gongyi Wang

机构 * ia.ac.cn（中国科学院） 纠错

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

How and Where to Translate? The Impact of Translation Strategies in Cross-lingual LLM Prompting

Aman Gupta, Yingying Zhuang, Zhou Yu, Ziji Zhang, Anurag Beniwal

机构 * Amazon（亚马逊） 纠错

专题命中 效率与部署 ：prompting(title,abstract)；LLM(title)；large language model(abstract)；language model(abstract)

Comments Accepted at Prompt Optimization KDD '25

Large Language Model Powered Automated Modeling and Optimization of Active Distribution Network Dispatch Problems

Xu Yang, Chenhui Lin, Yue Yang, Qi Wang, Haotian Liu, Haizhou Hua, Wenchuan Wu

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

Curved Inference: Concern-Sensitive Geometry in Large Language Model Residual Streams

Rob Manson

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 29 pages, 22 figures

Large Language Models as Attribution Regularizers for Efficient Model Training

Davor Vukadin, Marin Šilić, Goran Delač

机构 * University of Zagreb Faculty of Electrical Engineering and Computing（Zagreb 大学电气工程与计算学院） 纠错

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

Towards Efficient Generative Large Language Model Serving: A Survey from Algorithms to Systems

Xupeng Miao, Gabriele Oliaro, Zhihao Zhang, Xinhao Cheng, Hongyi Jin, Tianqi Chen, Zhihao Jia

机构 * Purdue University（普渡大学） ； Carnegie Mellon University（卡内基梅隆大学） 纠错

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 ACM Computing Surveys

A Method for the Architecture of a Medical Vertical Large Language Model Based on Deepseek R1

Mingda Zhang, Jianglong Qin

机构 * School of Software, Yunnan University（云南大学软件学院） ； Yunnan Key Laboratory of Software Engineering, Yunnan University（云南软件工程重点实验室） 纠错

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

Comments 14 pages, 1 figures

L4Q: Parameter Efficient Quantization-Aware Fine-Tuning on Large Language Models

Hyesung Jeon, Yulhwa Kim, Jae-joon Kim

机构 * Seoul National University（首尔国立大学） ； Sungkyunkwan University（松江大学） 纠错

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 9 pages, 4 figures, 3 tables

Journal ref ACL (main) 2025

Generative Emergent Communication: Large Language Model is a Collective World Model

Tadahiro Taniguchi, Ryo Ueda, Tomoaki Nakamura, Masahiro Suzuki, Akira Taniguchi

机构 * Graduate School of Informatics, Kyoto University（京都大学信息科学研究生院） ； Graduate School of Engineering, The University of Tokyo（东京大学工学研究生院） ； Graduate School of Informatics and Engineering, The University of Electro-Communications（电通大学信息科学和工学研究生院） ； College of Information Science and Engineering, Ritsumeikan University（立命馆大学信息科学和工学学院） 纠错

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

Fine-grained Stateful Knowledge Exploration: Effective and Efficient Graph Retrieval with Large Language Models

Dehao Tao, Congqi Wang, Feng Huang, Junhao Chen, Yongfeng Huang, Minghu Jiang

机构 * Tsinghua University（清华大学） ； Xinjiang University（新疆大学） 纠错

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

Finding Common Ground: Using Large Language Models to Detect Agreement in Multi-Agent Decision Conferences

Selina Heller, Mohamed Ibrahim, David Antony Selby, Sebastian Vollmer

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

The Super Weight in Large Language Models

Mengxia Yu, De Wang, Qi Shan, Colorado J Reed, Alvin Wan

机构 * University of Notre Dame（诺丁汉大学） ； Apple（苹果公司） 纠错

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

FinBERT2: A Specialized Bidirectional Encoder for Bridging the Gap in Finance-Specific Deployment of Large Language Models

Xuan Xu, Fufang Wen, Beilin Chu, Zhibing Fu, Qinhong Lin, Jiaqi Liu, Binjie Fei, Yu Li, Linna Zhou, Zhongliang Yang

机构 * Beijing University of Posts and Telecommunications（北京邮电大学） ； Beijing Value Simplex Technology Co.Ltd.（北京价值简单科技有限公司） 纠错

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

Bypass Back-propagation: Optimization-based Structural Pruning for Large Language Models via Policy Gradient

Yuan Gao, Zujing Liu, Weizhong Zhang, Bo Du, Gui-Song Xia

机构 * School of Computer Science, Wuhan University（武汉大学计算机学院） ； School of Artificial Intelligence, Wuhan University（武汉大学人工智能学院） ； School of Data Science, Fudan University（复旦大学数据科学学院） 纠错

专题命中 效率与部署 ：language model(title,abstract)；large language model(title)；LLM(abstract)；post-training(abstract)

Comments ACL2025 Main Accepted

Research on Low-Latency Inference and Training Efficiency Optimization for Graph Neural Network and Large Language Model-Based Recommendation Systems

Yushang Zhao, Haotian Lyu, Yike Peng, Aijia Sun, Feng Jiang, Xinyue Han

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

Cognitive Load-Aware Inference: A Neuro-Symbolic Framework for Optimizing the Token Economy of Large Language Models

Yilun Zhang

机构 * Prompt Technology Co., Ltd（提示技术有限公司） 纠错

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 23 pages

Dynamic Adaptive Rank Space Exploration for Efficient Sentiment Analysis with Large Language Models

Hongcheng Ding, Fuzhen Hu, Ruiting Deng, Xuanze Zhao, Shamsul Nahar Abdullah, Deshinta Arrova Dewi

机构 * INTI International University（INTI国际大学） 纠错

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

Serving Large Language Models on Huawei CloudMatrix384

Pengfei Zuo, Huimin Lin, Junbo Deng, Nan Zou, Xingkun Yang, Yingyu Diao, Weifeng Gao, Ke Xu, Zhangyu Chen, Shirui Lu, Zhao Qiu, Peiyang Li, Xianyu Chang, Zhengzhong Yu, Fangzheng Miao, Jia Zheng, Ying Li, Yuan Feng, Bei Wang, Zaijian Zong, Mosong Zhou, Wenli Zhou, Houjiang Chen, Xingyu Liao, Yipeng Li, Wenxiao Zhang, Ping Zhu, Yinggang Wang, Chuanjie Xiao, Depeng Liang, Dong Cao, Juncheng Liu, Yongqiang Yang, Xiaolong Bai, Yi Li, Huaguo Xie, Huatao Wu, Zhibin Yu, Lv Chen, Hu Liu, Yujun Ding, Haipei Zhu, Jing Xia, Yi Xiong, Zhou Yu, Heng Liao

机构 * Huawei（华为） 纠错

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 59 pages, 24 figures

ALPS: Attention Localization and Pruning Strategy for Efficient Alignment of Large Language Models

Hao Chen, Haoze Li, Zhiqing Xiao, Lirong Gao, Qi Zhang, Xiaomeng Hu, Ningtao Wang, Xing Fu, Junbo Zhao

机构 * Zhejiang University（浙江大学） ； Ant Group（蚂蚁集团） 纠错

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@ACL25-findings, 17 pages, 8 figures, 14 tables

Efficient Sequential Decision Making with Large Language Models

Dingyang Chen, Qi Zhang, Yinglun Zhu

机构 * University of South Carolina（南卡罗来纳大学） ； University of California, Riverside（加州大学河滨分校） 纠错

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 Added experimental results with Gemma and GPT-4o-mini as backbone models

Explaining Recovery Trajectories of Older Adults Post Lower-Limb Fracture Using Modality-wise Multiview Clustering and Large Language Models

Shehroz S. Khan, Ali Abedi, Charlene H. Chu

机构 * KITE Research Institute（KITE研究机构） ； Toronto Rehabilitation Institute（多伦多康复研究所） ； University Health Network（大学健康网络） ； College of Engineering and Technology（工程与技术学院） 纠错

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

Comments 15 pages, 2 figures, 3 tables

LCD: Advancing Extreme Low-Bit Clustering for Large Language Models via Knowledge Distillation

Fangxin Liu, Ning Yang, Junping Zhao, Tao Yang, Haibing Guan, Li Jiang

机构 * Shanghai Jiao Tong University（上海交通大学） ； Shanghai Qi Zhi Institute（上海启智研究院） ； Alibaba Group（阿里巴巴集团） ； Huawei Technologies Ltd（华为技术有限公司） 纠错

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 5 pages, 8 figures

Engagement-Driven Content Generation with Large Language Models

Erica Coppolillo, Federico Cinus, Marco Minici, Francesco Bonchi, Giuseppe Manco

机构 * University of Calabria Department of Computer Science（卡拉布里亚大学计算机科学系） ； University of Calabria（卡拉布里亚大学） 纠错

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

BAQ: Efficient Bit Allocation Quantization for Large Language Models

Chao Zhang, Li Wang, Samson Lasaulce, Merouane Debbah

机构 * Central South University（中南大学） ； Khalifa University（卡里玛大学） ； CNRS（国家科学研究中心） 纠错

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

Exploring the Trade-Offs: Quantization Methods, Task Difficulty, and Model Size in Large Language Models From Edge to Giant

Jemin Lee, Sihyeong Park, Jinse Kwon, Jihun Oh, Yongin Kwon

专题命中 效率与部署 ：language model(title,abstract)；large language model(title)；LLM(abstract)；small language model(abstract)

Comments Accepted in IJCAI 2025, 21 pages, 2 figure

Pushing Large Language Models to the 6G Edge: Vision, Challenges, and Opportunities

Zheng Lin, Guanqiao Qu, Qiyuan Chen, Xianhao Chen, Zhe Chen, Kaibin Huang

机构 * Department of Electrical and Electronic Engineering, University of Hong Kong（香港大学电子与电气工程系） ； HKU Musketeers Foundation Institute of Data Science, University of Hong Kong（香港大学穆斯奎特基金会数据科学研究所） ； School of Computer Science, Fudan University（复旦大学计算机学院） 纠错

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 7 pages, 5 figures

Pruning General Large Language Models into Customized Expert Models

Yirao Zhao, Guizhen Chen, Kenji Kawaguchi, Lidong Bing, Wenxuan Zhang

机构 * National University of Singapore（国立新加坡大学） ； Nanyang Technological University（南洋理工大学） ； DAMO Academy, Alibaba Group（阿里达摩院） ； MiroMind ； Singapore University of Technology and Design（新加坡科技设计大学） 纠错

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.AI