语言大模型 / LLM

Integrating gender inclusivity into large language models via instruction tuning

Alina Wróblewska, Bartosz Żuk

机构 * Institute of Computer Science Polish Academy of Sciences（计算机科学研究所波兰科学院） 纠错

专题命中 指令微调 ：large language model(title,abstract)；language model(title,abstract)；instruction tuning(title)；分类 cs.CL

TL-Training: A Task-Feature-Based Framework for Training Large Language Models in Tool Use

Junjie Ye, Yilong Wu, Sixian Li, Yuming Yang, Zhiheng Xi, Tao Gui, Qi Zhang, Xuanjing Huang, Peng Wang, Zhongchao Shi, Jianping Fan, Zhengyin Du

机构 * Fudan University（复旦大学） ； Lenovo Research（联想研究） ； ByteDance Seed（字节跳动种子） ； Shanghai Key Lab of Intelligent Information Processing（上海智能信息处理重点实验室） ； Shanghai AI Laboratory（上海人工智能实验室） 纠错

专题命中 指令微调 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；SFT(abstract)

Comments Accepted by EMNLP 2025

SolEval: Benchmarking Large Language Models for Repository-level Solidity Code Generation

Zhiyuan Peng, Xin Yin, Rui Qian, Peiqin Lin, Yongkang Liu, Hao Zhang, Chenhao Ying, Yuan Luo

专题命中 指令微调 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；SFT(abstract)

Comments Accepted By EMNLP'25-Main

Beyond Quality: Unlocking Diversity in Ad Headline Generation with Large Language Models

Chang Wang, Siyu Yan, Depeng Yuan, Yuqi Chen, Yanhua Huang, Yuanhang Zheng, Shuhao Li, Yinqi Zhang, Kedi Chen, Mingrui Zhu, Ruiwen Xu

机构 * Xiaohongshu Inc.（小红书公司） ； East China Normal University（东华大学） 纠错

专题命中 指令微调 ：large language model(title,abstract)；language model(title,abstract)；SFT(abstract)；分类 cs.CL、cs.LG

YuLan-OneSim: Towards the Next Generation of Social Simulator with Large Language Models

Lei Wang, Heyang Gao, Xiaohe Bo, Xu Chen, Ji-Rong Wen

专题命中 指令微调 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.AI

A Modular Approach for Clinical SLMs Driven by Synthetic Data with Pre-Instruction Tuning, Model Merging, and Clinical-Tasks Alignment

Jean-Philippe Corbeil, Amin Dada, Jean-Michel Attendu, Asma Ben Abacha, Alessandro Sordoni, Lucas Caccia, François Beaulieu, Thomas Lin, Jens Kleesiek, Paul Vozila

专题命中 指令微调 ：instruction tuning(title,abstract)；large language model(abstract)；language model(abstract)；small language model(abstract)

Journal ref ACL 2025

An LLM-powered Natural-to-Robotic Language Translation Framework with Correctness Guarantees

ZhenDong Chen, ZhanShang Nie, ShiXing Wan, JunYi Li, YongTian Cheng, Shuai Zhao

机构 * School of Computer Science and Engineering（计算机科学与工程学院） ； Sun Yat-Sen University（中山大学） 纠错

专题命中 指令微调 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI

Improving Multilingual Language Models by Aligning Representations through Steering

Omar Mahmoud, Buddhika Laknath Semage, Thommen George Karimpanal, Santu Rana

机构 * Applied Artificial Intelligence Initiative, Deakin University, Australia（应用人工智能计划，德肯大学，澳大利亚） ； School of Information Technology, Deakin University, Australia（信息技术学院，德肯大学，澳大利亚） 纠错

专题命中 指令微调 ：language model(title,abstract)；large language model(abstract)；SFT(abstract)；分类 cs.CL

It's All About In-Context Learning! Teaching Extremely Low-Resource Languages to LLMs

Yue Li, Zhixue Zhao, Carolina Scarton

机构 * Department of Computer Science, University of Sheffield, UK（计算机科学系，谢菲尔德大学） 纠错

专题命中 指令微调 ：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL

Comments Accepted by EMNLP 2025

VERIRL: Boosting the LLM-based Verilog Code Generation via Reinforcement Learning

Fu Teng, Miao Pan, Xuhong Zhang, Zhezhi He, Yiyao Yang, Xinyi Chai, Mengnan Qi, Liqiang Lu, Jianwei Yin

机构 * Zhejiang University（浙江大学） ； Shanghai Jiao Tong University（上海交通大学） 纠错

专题命中 指令微调 ：LLM(title)；分类 cs.AI、cs.LG

ReflectivePrompt: Reflective evolution in autoprompting algorithms

Viktor N. Zhuravlev, Artur R. Khairullin, Ernest A. Dyagin, Alena N. Sitkina, Nikita I. Kulin

机构 * Computer Technologies Laboratory（计算机技术实验室） ； ITMO University（ITMO大学） 纠错

专题命中 指令微调 ：large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI、cs.LG

Decoupled Global-Local Alignment for Improving Compositional Understanding

Xiaoxing Hu, Kaicheng Yang, Jun Wang, Haoran Xu, Ziyong Feng, Yupei Wang

机构 * Beijing Institute of Technology（北京理工大学） ； Zhejiang University（浙江大学） 纠错

专题命中 指令微调 ：large language model(abstract)；language model(abstract)

Comments ACMMM 2025

Project-Probe-Aggregate: Efficient Fine-Tuning for Group Robustness

Beier Zhu, Jiequan Cui, Hanwang Zhang, Chi Zhang

机构 * Nanyang Technological University（南洋理工大学） ； Westlake University（西湖大学） 纠错

专题命中 指令微调 ：foundation model(abstract)

Comments Accepted by CVPR 2025