语言大模型 / LLM

Instella: Fully Open Language Models with Stellar Performance

Jiang Liu, Jialian Wu, Xiaodong Yu, Yusheng Su, Prakamya Mishra, Gowtham Ramesh, Sudhanshu Ranjan, Chaitanya Manem, Ximeng Sun, Ze Wang, Pratik Prabhanjan Brahma, Zicheng Liu, Emad Barsoum

机构 * AMD 纠错

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

Prompt Engineering vs. Fine-Tuning for LLM-Based Vulnerability Detection in Solana and Algorand Smart Contracts

Biagio Boi, Christian Esposito

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

Transformer Copilot: Learning from The Mistake Log in LLM Fine-tuning

Jiaru Zou, Yikun Ban, Zihao Li, Yunzhe Qi, Ruizhong Qiu, Ling Yang, Jingrui He

机构 * University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） ； Princeton University（普林斯顿大学） 纠错

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

Comments NeurIPS 2025 Spotlight

A methodological analysis of prompt perturbations and their effect on attack success rates

Tiago Machado, Maysa Malfiza Garcia de Macedo, Rogerio Abreu de Paula, Marcelo Carpinette Grave, Aminat Adebiyi, Luan Soares de Souza, Enrico Santarelli, Claudio Pinhanez

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

LDC: Learning to Generate Research Idea with Dynamic Control

Ruochen Li, Liqiang Jing, Chi Han, Jiawei Zhou, Xinya Du

机构 * University of Texas at Dallas（德克萨斯大学达拉斯分校） ； UIUC（伊利诺伊大学香槟分校） ； Stony Brook University（史泰森布鲁克大学） 纠错

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

Can LLMs Predict Citation Intent? An Experimental Analysis of In-context Learning and Fine-tuning on Open LLMs

Paris Koloveas, Serafeim Chatzopoulos, Thanasis Vergoulis, Christos Tryfonopoulos

机构 * IMSI, ATHENA RC（IMSI，ATHENA RC） ； University of the Peloponnese（皮埃蒙特大学） 纠错

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

Comments Accepted for publication on TPDL 2025

Towards Effective Federated Graph Foundation Model via Mitigating Knowledge Entanglement

Yinlin Zhu, Xunkai Li, Jishuo Jia, Miao Hu, Di Wu, Meikang Qiu

机构 * Sun Yat-sen University（中山大学） ； Beijing Institute of Technology（北京理工大学） ； Shandong University（山东大学） ； Augusta University（奥古斯塔大学） 纠错

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

Comments Accepted by NeurIPS 2025

Quantifying the Limits of Segmentation Foundation Models: Modeling Challenges in Segmenting Tree-Like and Low-Contrast Objects

Yixin Zhang, Nicholas Konz, Kevin Kramer, Maciej A. Mazurowski

机构 * Department of Electrical and Computer Engineering（电气与计算机工程系） ； Department of Computer Science（计算机科学系） ； Department of Radiology（放射学系） ； Department of Biostatistics & Bioinformatics（生物统计学与生物信息学系） ； Minnesota Health Solutions（明尼苏达健康解决方案） 纠错

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

Comments Accepted at WACV 2026. Code: https://github.com/mazurowski-lab/SAMFailureMetrics

S2D-ALIGN: Shallow-to-Deep Auxiliary Learning for Anatomically-Grounded Radiology Report Generation

Jiechao Gao, Chang Liu, Yuangang Li

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

Grounded Visual Factualization: Factual Anchor-Based Finetuning for Enhancing MLLM Factual Consistency

Filippo Morbiato, Luca Romano, Alessandro Persona

机构 * University of Padua（帕多瓦大学） 纠错

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

Stroke Modeling Enables Vectorized Character Generation with Large Vectorized Glyph Model

Xinyue Zhang, Haolong Li, Jiawei Ma, Chen Ye

机构 * Tongji University（同济大学） 纠错

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

$\textit{New News}$: System-2 Fine-tuning for Robust Integration of New Knowledge

Core Francisco Park, Zechen Zhang, Hidenori Tanaka

机构 * Harvard University（哈佛大学） ； CBS-NTT Program in Physics of Intelligence（物理智能CBS-NTT项目） ； Center for Brain Science（脑科学中心） 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

FedALT: Federated Fine-Tuning through Adaptive Local Training with Rest-of-World LoRA

Jieming Bian, Lei Wang, Letian Zhang, Jie Xu

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

Comments Accepted by AAAI 2026

Pelican-VL 1.0: A Foundation Brain Model for Embodied Intelligence

Yi Zhang, Che Liu, Xiancong Ren, Hanchu Ni, Shuai Zhang, Zeyuan Ding, Jiayu Hu, Hanzhe Shan, Zhenwei Niu, Zhaoyang Liu, Shuang Liu, Yue Zhao, Junbo Qi, Qinfan Zhang, Dengjie Li, Yidong Wang, Jiachen Luo, Yong Dai, Zenglin Xu, Bin Shen, Qifan Wang, Jian Tang, Xiaozhu Ju

机构 * WFM System Group（WFM系统组） ； Beijing Innovation Center of Humanoid Robotics (X-Humanoid)（北京人形机器人创新中心（X-Humanoid）） 纠错

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

RetrySQL: text-to-SQL training with retry data for self-correcting query generation

Alicja Rączkowska, Riccardo Belluzzo, Piotr Zieliński, Joanna Baran, Paweł Olszewski

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

Comments AAAI 2026 Camera-ready version