语言大模型 / LLM

GEMMA-SQL: A Novel Text-to-SQL Model Based on Large Language Models

Hari Mohan Pandey, Anshul Gupta, Subham Sarkar, Minakshi Tomer, Schneider Johannes, Yan Gong

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

Reflective Personalization Optimization: A Post-hoc Rewriting Framework for Black-Box Large Language Models

Teqi Hao, Xioayu Tan, Shaojie Shi, Yinghui Xu, Xihe Qiu

机构 * School of Electronic and Electrical Engineering, Shanghai University of Engineering Science（上海工程技术大学电子与电气工程学院） ； Tencent Youtu Lab（腾讯优图实验室） ； Artificial Intelligence Innovation and Incubation Institute, Fudan University（复旦大学人工智能创新与孵化院） 纠错

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

iTool: Reinforced Fine-Tuning with Dynamic Deficiency Calibration for Advanced Tool Use

Yirong Zeng, Xiao Ding, Yuxian Wang, Weiwen Liu, Wu Ning, Yutai Hou, Xu Huang, Duyu Tang, Dandan Tu, Bing Qin, Ting Liu

机构 * Harbin Institute of Technology SCIR Lab（哈尔滨工业大学SCIR实验室） ； Huawei Technologies Co., Ltd（华为技术有限公司） ； Shanghai Jiao Tong University（上海交通大学） ； University of Science and Technology of China（中国科学技术大学） 纠错

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

Comments EMNLP 2025

Order-Level Attention Similarity Across Language Models: A Latent Commonality

Jinglin Liang, Jin Zhong, Shuangping Huang, Yunqing Hu, Huiyuan Zhang, Huifang Li, Lixin Fan, Hanlin Gu

机构 * South China University of Technology（华南理工大学） ； Pazhou Laboratory（Pazhou实验室） ； Zhuzhou CRRC Times Electric Co.（株洲 CRRC 时代电子公司） ； China Telecom Research Institute（中国电信研究院） ； WeBank（我们银行） ； The Hong Kong University of Science and Technology（香港科技大学） 纠错

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

Comments Accepted by NeurIPS 2025

Separate the Wheat from the Chaff: Winnowing Down Divergent Views in Retrieval Augmented Generation

Song Wang, Zihan Chen, Peng Wang, Zhepei Wei, Zhen Tan, Yu Meng, Cong Shen, Jundong Li

机构 * University of Virginia（弗吉尼亚大学） ； Arizona State University（亚利桑那州立大学） 纠错

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

Comments EMNLP Main 2025

Automatización de Informes Geotécnicos para Macizos Rocosos con IA

Christofer Valencia, Alexis Llumigusín, Silvia Alvarez, Abrahan Arias, Christian Mejia-Escobar

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

Comments 17 pages, in Spanish language

Dense Motion Captioning

Shiyao Xu, Benedetta Liberatori, Gül Varol, Paolo Rota

机构 * University of Trento（特伦托大学） ； LIGM, Ecole des Ponts, IP Paris, Univ Gustave Eiffel, CNRS（LIGM，巴黎国立理工学院，IP巴黎， Gustave Eiffel 大学，CNRS） 纠错

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

Comments 12 pages, 5 figures, accepted to 3DV 2026

An Active Learning Pipeline for Biomedical Image Instance Segmentation with Minimal Human Intervention

Shuo Zhao, Yu Zhou, Jianxu Chen

机构 * Leibniz-Institut für Analytische Wissenschaften - ISAS - e.V.（莱比锡分析科学研究所 - ISAS - 非营利组织） ； Faculty of Computer Science, Ruhr University Bochum（计算机科学系，博德鲁姆鲁尔大学） 纠错

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

Comments 6 pages, 4 figures, presented at Bildverarbeitung für die Medizin (BVM) 2025, Wiesbaden, Germany

Journal ref Bildverarbeitung fuer die Medizin 2025, Springer Vieweg, Wiesbaden, pp. 217-222, 2025

Every Activation Boosted: Scaling General Reasoner to 1 Trillion Open Language Foundation

Ling Team, Ang Li, Ben Liu, Binbin Hu, Bing Li, Bingwei Zeng, Borui Ye, Caizhi Tang, Changxin Tian, Chao Huang, Chao Zhang, Chen Qian, Chenchen Ju, Chenchen Li, Chengfu Tang, Chilin Fu, Chunshao Ren, Chunwei Wu, Cong Zhang, Cunyin Peng, Dafeng Xu, Daixin Wang, Dalong Zhang, Dingnan Jin, Dingyuan Zhu, Dongke Hu, Fangzheng Zhao, Feifan Wu, Feng Zhu, Gangshan Wang, Haitao Zhang, Hailin Zhao, Hanxiao Zhang, Hanzi Wang, Hao Qian, Haoyi Yu, Heng Zhang, Hongliang Zhang, Hongzhi Luan, Huirong Dong, Huizhong Li, Jia Li, Jia Liu, Jialong Zhu, Jian Sha, Jianping Wei, Jiaolong Yang, Jieyue Ma, Jiewei Wu, Jinjing Huang, Jingyun Tian, Jingyuan Zhang, Jinquan Sun, Juanhui Tu, Jun Liu, Jun Xu, Jun Zhou, Junjie Ou, Junpeng Fang, Kaihong Zhang, Kaiqin Hu, Ke Shi, Kun Tang, Kunlong Chen, Lanyin Mei, Lei Liang, Lei Xu, Libo Zhang, Lin Ju, Lin Yuan, Ling Zhong, Lintao Ma, Lu Liu, Lu Yu, Lun Cai, Meiqi Zhu, Mengying Li, Min Chen, Minghao Xue, Minghong Cai, Mingming Yin, Peijie Jiang, Peilong Zhao, Pingping Liu, Qian Zhao, Qing Cui, Qingxiang Huang, Qingyuan Yang, Quankun Yu, Shaowei Wei, Shijie Lian, Shoujian Zheng, Shun Song, Shungen Zhang, Shuo Zhang, Siyuan Li, Song Liu, Ting Guo, Tong Zhao, Wanli Gu, Weichang Wu, Weiguang Han, Wenjing Fang, Wubin Wang, Xiang Shu, Xiao Shi, Xiaoshun Lan, Xiaolu Zhang, Xiaqing Sun, Xin Zhao, Xingyu Lu, Xiong Xu, Xudong Wang, Xudong Wang, Xuemin Yang, Yajie Yang, Yang Xiang, Yanzhe Li, Yi Zhang, Yilong Wang, Yingxue Li, Yongzhen Guo, Yuzhuo Fu, Yuanyuan Wang, Yue Yang, Yue Yu, Yufeng Deng, Yun Zhang, Yunfei Yu, Yuqi Zhang, Yuxiao He, Zengke Gui, Zhaoxin Huan, Zhaoyang Wang, Zhibo Zhu, Zhihao Wang, Zhiqiang Zhang, Zhoufei Wang, Zihang Zeng, Ziqi Liu, Zitao Xuan, Zuoli Tang

专题命中 指令微调 ：post-training(abstract)；分类 cs.CL、cs.AI

Comments Ling 2.0 Technical Report

TimeSearch-R: Adaptive Temporal Search for Long-Form Video Understanding via Self-Verification Reinforcement Learning

Junwen Pan, Qizhe Zhang, Rui Zhang, Ming Lu, Xin Wan, Yuan Zhang, Chang Liu, Qi She

机构 * ByteDance（字节跳动） ； School of Computer Science, Peking University（北京大学计算机科学学院） 纠错

专题命中 指令微调 ：SFT(abstract)；分类 cs.AI

Comments 22 pages, 17 figures. Official code: https://github.com/Time-Search/TimeSearch-R

Learning to Adapt to Low-Resource Paraphrase Generation

Zhigen Li, Yanmeng Wang, Rizhao Fan, Ye Wang, Jianfeng Li, Shaojun Wang

机构 * Ping An Technology（平安科技） ； University of Bologna（博洛尼亚大学） 纠错

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

Journal ref Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing (EMNLP 2022), pages 1014 - 1022

LoKO: Low-Rank Kalman Optimizer for Online Fine-Tuning of Large Models

Hossein Abdi, Mingfei Sun, Andi Zhang, Samuel Kaski, Wei Pan

机构 * Department of Computer Science（计算机科学系） ； The University of Manchester（曼彻斯特大学） ； Department of Computer Science and Technologies（计算机科学与技术系） ； University of Cambridge（剑桥大学） 纠错

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

Visual Spatial Tuning

Rui Yang, Ziyu Zhu, Yanwei Li, Jingjia Huang, Shen Yan, Siyuan Zhou, Zhe Liu, Xiangtai Li, Shuangye Li, Wenqian Wang, Yi Lin, Hengshuang Zhao

机构 * The University of Hong Kong（香港大学） ； Tsinghua University（清华大学） 纠错

专题命中 指令微调 ：language model(abstract)

Fine-Tuning Unifies Foundational Machine-learned Interatomic Potential Architectures at ab initio Accuracy

Jonas Hänseroth, Aaron Flötotto, Muhammad Nawaz Qaisrani, Christian Dreßler

专题命中 指令微调 ：foundation model(abstract)

Comments main article and supporting information