语言大模型 / LLM

SLMQuant:Benchmarking Small Language Model Quantization for Practical Deployment

Jiacheng Wang, Yejun Zeng, Jinyang Guo, Yuqing Ma, Aishan Liu, Xianglong Liu

机构 * SKLCCSE ； School of Artificial Intelligence（人工智能学院） ； Beihang University（北航） ； School of Computer Science and Engineering（计算机科学与工程学院） 纠错

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

TZ-LLM: Protecting On-Device Large Language Models with Arm TrustZone

Xunjie Wang, Jiacheng Shi, Zihan Zhao, Yang Yu, Zhichao Hua, Jinyu Gu

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

Multi-Agent Multimodal Large Language Model Framework for Automated Interpretation of Fuel Efficiency Analytics in Public Transportation

Zhipeng Ma, Ali Rida Bahja, Andreas Burgdorf, André Pomp, Tobias Meisen, Bo Nørregaard Jørgensen, Zheng Grace Ma

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

Journal ref Applied Sciences, 2025, 15(21), 11619

Characterizing and Understanding Energy Footprint and Efficiency of Small Language Model on Edges

Md Romyull Islam, Bobin Deng, Nobel Dhar, Tu N. Nguyen, Selena He, Yong Shi, Kun Suo

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、cs.LG

Comments Submitted version; 9 pages, 5 figures; presented at IEEE MASS 2025 (online publication pending)

Simultaneous Machine Translation with Large Language Models

Minghan Wang, Jinming Zhao, Thuy-Trang Vu, Fatemeh Shiri, Ehsan Shareghi, Gholamreza Haffari

机构 * Department of Data Science & AI, Monash University（数据科学与人工智能系，墨尔本大学） 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

Comments Accepted to ALTA 2024

PIP: Perturbation-based Iterative Pruning for Large Language Models

Yi Cao, Wei-Jie Xu, Yucheng Shen, Weijie Shi, Chi-Min Chan, Jianfeng Qu, Jiajie Xu

机构 * School of Computer Science and Technology, Soochow University（苏州大学计算机科学与技术学院） ； School of Artificial Intelligence, Nanjing University（南京大学人工智能学院） ； Department of Computer Science and Engineering, Hong Kong University of Science and Technology（香港科技大学计算机科学与工程系） 纠错

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 EMNLP 2025 Findings, 17 pages, 5 figures, 15 tables

CG-FedLLM: How to Compress Gradients in Federated Fune-tuning for Large Language Models

Huiwen Wu, Xiaogang Xu, Deyi Zhang, Xiaohan Li, Jiafei Wu, Zhe Liu

机构 * Zhejiang Laboratory（浙江实验室） 纠错

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

Scaling Open-Weight Large Language Models for Hydropower Regulatory Information Extraction: A Systematic Analysis

Hong-Jun Yoon, Faisal Ashraf, Thomas A. Ruggles, Debjani Singh

机构 * Oak Ridge National Laboratory（奥克伍德国家实验室） 纠错

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 18 pages, zero figures, Preprint submitted to Environmental Modeling and Software

On the Limitations of Language Targeted Pruning: Investigating the Calibration Language Impact in Multilingual LLM Pruning

Simon Kurz, Jian-Jia Chen, Lucie Flek, Zhixue Zhao

机构 * Department of Computer Science, TU Dortmund University（图恩-多特蒙德大学计算机科学系） ； Bonn-Aachen International Center for Information Technology, University of Bonn（波恩-亚琛国际信息科技中心，波恩大学） ； Computer Science School, University of Sheffield（谢菲尔德大学计算机科学学院） ； Lamarr Institute for Machine Learning and Artificial Intelligence（拉马尔人工智能与机器学习研究所） 纠错

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

Comments Accepted for publication in TACL

Uncovering Strategic Egoism Behaviors in Large Language Models

Yaoyuan Zhang, Aishan Liu, Zonghao Ying, Xianglong Liu, Jiangfan Liu, Yisong Xiao, Qihang Zhang

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

Comments PersonaNLP@NeurIPS 2025

Consistency Is the Key: Detecting Hallucinations in LLM Generated Text By Checking Inconsistencies About Key Facts

Raavi Gupta, Pranav Hari Panicker, Sumit Bhatia, Ganesh Ramakrishnan

机构 * Columbia University（哥伦比亚大学） ； IIT Bombay（印度理工学院Bombay） ； Media and Data Science Research (MDSR) Lab, Adobe（Adobe媒体与数据科学研究实验室） 纠错

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

Comments To appear at International Joint Conference on Natural Language Processing & Asia-Pacific Chapter of the Association for Computational Linguistics (IJCNLP-AACL), 2025

Conversational SimulMT: Efficient Simultaneous Translation with Large Language Models

Minghan Wang, Thuy-Trang Vu, Yuxia Wang, Ehsan Shareghi, Gholamreza Haffari

机构 * Department of Data Science & AI, Monash University（数据科学与人工智能系，莫纳什大学） ； MBZUAI（马克斯·普朗克智能系统研究所） 纠错

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

Comments Accepted to IWSLT 2025

Hogwild! Inference: Parallel LLM Generation via Concurrent Attention

Gleb Rodionov, Roman Garipov, Alina Shutova, George Yakushev, Erik Schultheis, Vage Egiazarian, Anton Sinitsin, Denis Kuznedelev, Dan Alistarh

机构 * Yandex ； HSE University（俄罗斯高等经济大学） ； IST Austria（国际研究所） 纠错

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

Comments 39th Conference on Neural Information Processing Systems (NeurIPS 2025)

Are LLMs The Way Forward? A Case Study on LLM-Guided Reinforcement Learning for Decentralized Autonomous Driving

Timur Anvar, Jeffrey Chen, Yuyan Wang, Rohan Chandra

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

HALO: Hardware-aware quantization with low critical-path-delay weights for LLM acceleration

Rohan Juneja, Shivam Aggarwal, Safeen Huda, Tulika Mitra, Li-Shiuan Peh

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

AlignTree: Efficient Defense Against LLM Jailbreak Attacks

Gil Goren, Shahar Katz, Lior Wolf

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

Comments Accepted as an Oral Presentation at the 40th AAAI Conference on Artificial Intelligence (AAAI-26), January 2026

Striking the Right Balance between Compute and Copy: Improving LLM Inferencing Under Speculative Decoding

Arun Ramachandran, Ramaswamy Govindarajan, Murali Annavaram, Prakash Raghavendra, Hossein Entezari Zarch, Lei Gao, Chaoyi Jiang

机构 * Indian Institute of Science (IISc)（印度科学研究所） 纠错

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

MALBO: Optimizing LLM-Based Multi-Agent Teams via Multi-Objective Bayesian Optimization

Antonio Sabbatella

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

Comments Master's Thesis, University of Milano-Bicocca, 2025

Speculative Decoding in Decentralized LLM Inference: Turning Communication Latency into Computation Throughput

Jingwei Song, Wanyi Chen, Xinyuan Song, Max, Chris Tong, Gufeng Chen, Tianyi Zhao, Eric Yang, Bill Shi, Lynn Ai

机构 * Department of XXX, University of YYY, Location, Country（XXX系，YYY大学，地点，国家） ； School of ZZZ, Institute of WWW, Location, Country（ZZZ学院，WWW研究所，地点，国家） 纠错

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

Comments 6 pages, 2 figures, 2 tables. Uses ICML 2025 style

AIvailable: A Software-Defined Architecture for LLM-as-a-Service on Heterogeneous and Legacy GPUs

Pedro Antunes, Ana Rita Ortigoso, Gabriel Vieira, Daniel Fuentes, Luís Frazão, Nuno Costa, António Pereira

机构 * Computer Science and Communication Research Centre（计算机科学与通信研究中心） ； Polytechnic University of Leiria（利尔亚理工学院） 纠错

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

LLM on a Budget: Active Knowledge Distillation for Efficient Classification of Large Text Corpora

Viviana Luccioli, Rithika Iyengar, Ryan Panley, Flora Haberkorn, Xiaoyu Ge, Leland Crane, Nitish Sinha, Seung Jung Lee

机构 * Board of Governors of the Federal Reserve System（联邦储备系统委员会） 纠错

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

AnchorTP: Resilient LLM Inference with State-Preserving Elastic Tensor Parallelism

Wendong Xu, Chujie Chen, He Xiao, Kuan Li, Jing Xiong, Chen Zhang, Wenyong Zhou, Chaofan Tao, Yang Bai, Bei Yu, Ngai Wong

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

Comments accpeted paper by Design, Automation and Test in Europe Conference (DATE'26). 8 pages in total with 6 figures and 2 tables

HAPO: Training Language Models to Reason Concisely via History-Aware Policy Optimization

Chengyu Huang, Zhengxin Zhang, Claire Cardie

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

A Structure-Agnostic Co-Tuning Framework for LLMs and SLMs in Cloud-Edge Systems

Yuze Liu, Yunhan Wang, Tiehua Zhang, Zhishu Shen, Cheng Peng, Libing Wu, Feng Xia, Jiong Jin

机构 * Swinburne University of Technology（斯威本理工大学） ； Tongji University（同济大学） ； Wuhan University of Technology（武汉理工大学） ； INFLY TECH (Shanghai) Co., Ltd.（INFLY TECH（上海）有限公司） ； Wuhan University（武汉大学） ； RMIT University（皇家墨尔本理工大学） 纠错

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

Sangam: Chiplet-Based DRAM-PIM Accelerator with CXL Integration for LLM Inferencing

Khyati Kiyawat, Zhenxing Fan, Yasas Seneviratne, Morteza Baradaran, Akhil Shekar, Zihan Xia, Mingu Kang, Kevin Skadron

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

DialogGraph-LLM: Graph-Informed LLMs for End-to-End Audio Dialogue Intent Recognition

HongYu Liu, Junxin Li, Changxi Guo, Hao Chen, Yaqian Huang, Yifu Guo, Huan Yang, Lihua Cai

机构 * South China Normal University, Guangzhou, China（华南师范大学） ； Xiamen Rekey Medical Technology Co., LTD, Xiamen, China（厦门瑞康医疗科技有限公司） 纠错

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

Comments 8 pages, 2 figures. To appear in: Proceedings of the 28th European Conference on Artificial Intelligence (ECAI 2025), Frontiers in Artificial Intelligence and Applications, Vol. 413. DOI: 10.3233/FAIA251182

3D-Aware Vision-Language Models Fine-Tuning with Geometric Distillation

Seonho Lee, Jiho Choi, Inha Kang, Jiwook Kim, Junsung Park, Hyunjung Shim

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

Channel Ordering for Fairness in Elastic Optical Networks via a LLM-Guided Bottleneck TSP Solver

Liangshun Wu, Wen Chen, Qingqing Wu

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

Fine-Tuned LLMs Know They Don't Know: A Parameter-Efficient Approach to Recovering Honesty

Zeyu Shi, Ziming Wang, Tianyu Chen, Shiqi Gao, Haoyi Zhou, Qingyun Sun, Jianxin Li

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

Comments Accepted by AAAI 2026 Main Track

OPFormer: Object Pose Estimation leveraging foundation model with geometric encoding

Artem Moroz, Vít Zeman, Martin Mikšík, Elizaveta Isianova, Miroslav David, Pavel Burget, Varun Burde

机构 * Czech Institute of Informatics, Robotics and Cybernetics（捷克信息学、机器人学与自动化研究所） ； Czech Technical University in Prague（布拉格捷克技术大学） 纠错

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