代码大模型 / AI 编程

CodeIF: Benchmarking the Instruction-Following Capabilities of Large Language Models for Code Generation

Kaiwen Yan, Hongcheng Guo, Xuanqing Shi, Shaosheng Cao, Donglin Di, Zhoujun Li

机构 * Beihang University（北航大学） ； Tsinghua University（清华大学） ； Xiaohongshu（小红书） 纠错

专题命中 代码生成 ：code generation(title,abstract)；分类 cs.SE、cs.LG

Comments Accepted as an ACL 2025 Industry Track paper (15 pages)

Tree-of-Code: A Tree-Structured Exploring Framework for End-to-End Code Generation and Execution in Complex Task Handling

Ziyi Ni, Yifan Li, Ning Yang, Dou Shen, Pin Lv, Daxiang Dong

机构 * The Key Laboratory of Cognition and Decision Intelligence for Complex Systems, Institute of Automation, Chinese Academy of Sciences（认知与决策智能复杂系统重点实验室，自动化研究所，中国科学院） ； School of Artificial Intelligence, University of Chinese Academy of Science（人工智能学院，中国科学院大学） ； Baidu, Inc.（百度公司） ； Global Innovation Exchange Institution, Tsinghua University（全球创新交换机构，清华大学） 纠错

专题命中 代码生成 ：code generation(title,abstract)；分类 cs.SE、cs.AI

Comments This idea was first submitted to the NeuralPS Workshop "System 2 Reasoning At Scale" in September 2024. Its OpenReview: https://openreview.net/forum?id=8NKAL8Ngxk&noteId=8NKAL8Ngxk. It was then submitted to the NAACL 2025 in October 2024, which is recorded in: https://openreview.net/forum?id=S0ZUWD3Vy5&noteId=S0ZUWD3Vy5. Now this paper has been accepted for publication in ACL 2025 Findings

Correctness Assessment of Code Generated by Large Language Models Using Internal Representations

Tuan-Dung Bui, Thanh Trong Vu, Thu-Trang Nguyen, Son Nguyen, Hieu Dinh Vo

机构 * Faculty of Information Technology, VNU University of Engineering and Technology（信息科技学院，越南工程大学） 纠错

专题命中 代码生成 ：code generation(abstract)；repository(abstract)；分类 cs.SE、cs.LG

Academic Vibe Coding: Opportunities for Accelerating Research in an Era of Resource Constraint

Matthew G Crowson, Leo Celi A. Celi

专题命中 代码生成 ：code generation(abstract)；分类 cs.SE、cs.AI、cs.PL

LoRI: Reducing Cross-Task Interference in Multi-Task Low-Rank Adaptation

Juzheng Zhang, Jiacheng You, Ashwinee Panda, Tom Goldstein

机构 * University of Maryland（马里兰大学） ； Tsinghua University（清华大学） 纠错

专题命中 代码生成 ：code generation(abstract)；分类 cs.CL、cs.AI、cs.LG

Comments COLM 2025

A comprehensive taxonomy of hallucinations in Large Language Models

Manuel Cossio

机构 * Universitat de Barcelona（巴塞罗那大学） 纠错

专题命中 代码生成 ：code generation(abstract)；分类 cs.CL、cs.AI

Comments 55 pages, 16 figures, 3 tables

Everyone Contributes! Incentivizing Strategic Cooperation in Multi-LLM Systems via Sequential Public Goods Games

Yunhao Liang, Yuan Qu, Jingyuan Yang, Shaochong Lin, Zuo-Jun Max Shen

专题命中 代码生成 ：code generation(abstract)；分类 cs.AI

Testing the Untestable? An Empirical Study on the Testing Process of LLM-Powered Software Systems

Cleyton Magalhaes, Italo Santos, Brody Stuart-Verner, Ronnie de Souza Santos

专题命中 代码生成 ：code generation(abstract)；分类 cs.SE

EvoVLMA: Evolutionary Vision-Language Model Adaptation

Kun Ding, Ying Wang, Shiming Xiang

机构 * Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所） 纠错

专题命中 代码生成 ：code generation(abstract)

Comments This paper has been accepted by ACM Multimedia 2025 (ACM MM 2025)

Gravitational Waves from Simulated Mergers of 2 and 3 Black Holes

Faisal Alotaibi

专题命中 代码生成 ：code generation(abstract)

Do AI models help produce verified bug fixes?

Li Huang, Ilgiz Mustafin, Marco Piccioni, Alessandro Schena, Reto Weber, Bertrand Meyer

机构 * Constructor Institute of Technology（构造技术研究所） 纠错

专题命中 程序修复 ：program repair(abstract)；分类 cs.SE、cs.AI

Seed Diffusion: A Large-Scale Diffusion Language Model with High-Speed Inference

Yuxuan Song, Zheng Zhang, Cheng Luo, Pengyang Gao, Fan Xia, Hao Luo, Zheng Li, Yuehang Yang, Hongli Yu, Xingwei Qu, Yuwei Fu, Jing Su, Ge Zhang, Wenhao Huang, Mingxuan Wang, Lin Yan, Xiaoying Jia, Jingjing Liu, Wei-Ying Ma, Ya-Qin Zhang, Yonghui Wu, Hao Zhou

机构 * ByteDance Seed（字节跳动种子） ； Institute for AI Industry Research (AIR)（人工智能产业研究院） ； Tsinghua University（清华大学） 纠错

专题命中 代码评测 ：code model(abstract)；分类 cs.CL、cs.LG

Comments Demo is available at https://studio.seed.ai/exp/seed_diffusion/; Project page is https://seed.bytedance.com/seed_diffusion

Out-of-Distribution Detection: A Task-Oriented Survey of Recent Advances

Shuo Lu, Yingsheng Wang, Lijun Sheng, Lingxiao He, Aihua Zheng, Jian Liang

机构 * NLPR \& MAIS, Institute of Automation, Chinese Academy of Sciences ； Anhui University Hefei China ； University of Science ； Anhui University 纠错

专题命中 代码评测 ：repository(abstract)；分类 cs.LG

Comments Accepted to ACM Computing Surveys (CSUR) 2025

Importance Sampling is All You Need: Predict LLM's performance on new benchmark by reusing existing benchmark

Junjie Shi, Wei Ma, Shi Ying, Lingxiao Jiang, Yang liu, Bo Du

机构 * Nanyang Technological University（南洋理工大学） ； Singapore Management University（新加坡管理学院） ； Wuhan University（武汉大学） 纠错

专题命中 代码评测 ：code generation(abstract)；分类 cs.AI

RAMBO: Enhancing RAG-based Repository-Level Method Body Completion

Tuan-Dung Bui, Duc-Thieu Luu-Van, Thanh-Phat Nguyen, Thu-Trang Nguyen, Son Nguyen, Hieu Dinh Vo

机构 * Faculty of Information Technology, VNU University of Engineering and Technology（信息技术学院，越南工程大学） 纠错

专题命中 仓库级理解 ：repository(title,abstract)；code generation(abstract)；分类 cs.SE、cs.LG

An Empirical Validation of Open Source Repository Stability Metrics

Elijah Kayode Adejumo, Brittany Johnson

专题命中 仓库级理解 ：repository(title,abstract)；分类 cs.SE

Cross-Domain Web Information Extraction at Pinterest

Michael Farag, Patrick Halina, Andrey Zaytsev, Alekhya Munagala, Imtihan Ahmed, Junhao Wang

机构 * Pinterest 纠错

专题命中 仓库级理解 ：repository(abstract)；分类 cs.CL、cs.AI

Assumptions to Evidence: Evaluating Security Practices Adoption and Their Impact on Outcomes in the npm Ecosystem

Nusrat Zahan, Imranur Rahman, Laurie Williams

机构 * North Carolina State University（北卡罗来纳州立大学） 纠错

专题命中 仓库级理解 ：repository(abstract)；分类 cs.SE、cs.LG

Comments 12 pages, 2 figures, 4 tables

Interoperable verification and dissemination of software assets in repositories using COAR Notify

Matteo Cancellieri, Martin Docekal, David Pride, Morane Gruenpeter, David Douard, Petr Knoth

专题命中 仓库级理解 ：repository(abstract)；分类 cs.SE

Comments 8 pages. Presented at the 20th International Conference on Open Repositories, June 15-18 2025, Chicago, Illinois, USA

Real-Time Audio-Visual Speech Enhancement Using Pre-trained Visual Representations

T. Aleksandra Ma, Sile Yin, Li-Chia Yang, Shuo Zhang

机构 * School of Music（音乐学院） ； Research（研究） 纠错

专题命中 仓库级理解 ：repository(abstract)；分类 cs.LG

Comments Accepted into Interspeech 2025; corrected author name typo

Don't Overthink It: A Survey of Efficient R1-style Large Reasoning Models

Linan Yue, Yichao Du, Yizhi Wang, Weibo Gao, Fangzhou Yao, Li Wang, Ye Liu, Ziyu Xu, Qi Liu, Shimin Di, Min-Ling Zhang

机构 * School of Computer Science and Engineering, Southeast University（东南大学计算机科学与工程学院） ； Key Laboratory of Computer Network and Information Integration (Southeast University), Ministry of Education（教育部计算机网络与信息集成重点实验室） ； University of Science and Technology of China（中国科学技术大学） ； Alibaba Group（阿里巴巴集团） 纠错

专题命中 仓库级理解 ：repository(abstract)；分类 cs.AI

SSBD Ontology: A Two-Tier Approach for Interoperable Bioimaging Metadata

Yuki Yamagata, Koji Kyoda, Hiroya Itoga, Emi Fujisawa, Shuichi Onami

专题命中 仓库级理解 ：repository(abstract)；分类 cs.AI

Comments Accepted to the 24th International Semantic Web Conference Resource Track (ISWC 2025)

Proactive Disentangled Modeling of Trigger-Object Pairings for Backdoor Defense

Kyle Stein, Andrew A. Mahyari, Guillermo Francia, Eman El-Sheikh

机构 * Department of Intelligent Systems and Robotics, University of West Florida（智能系统与机器人系，西佛罗里达大学） ； Florida Institute For Human and Machine Cognition (IHMC)（佛罗里达人类与机器认知研究所） ； Center for Cybersecurity, University of West Florida（网络安全中心，西佛罗里达大学） 纠错

专题命中 仓库级理解 ：repository(abstract)；分类 cs.AI

Journal ref Computers, Materials & Continua, 2025

GitHub Marketplace: Driving Automation and Fostering Innovation in Software Development

SK. Golam Saroar, Waseefa Ahmed, Elmira Onagh, Maleknaz Nayebi

专题命中 仓库级理解 ：repository(abstract)；分类 cs.SE

Comments SANER 2025 journal first paper

Transportation Cyber Incident Awareness through Generative AI-Based Incident Analysis and Retrieval-Augmented Question-Answering Systems

Ostonya Thomas, Muhaimin Bin Munir, Jean-Michel Tine, Mizanur Rahman, Yuchen Cai, Khandakar Ashrafi Akbar, Md Nahiyan Uddin, Latifur Khan, Trayce Hockstad, Mashrur Chowdhury

专题命中 仓库级理解 ：repository(abstract)

Comments This paper has been submitted to the Transportation Research Board (TRB) for consideration for presentation at the 2026 Annual Meeting

UDC-VIT: A Real-World Video Dataset for Under-Display Cameras

Kyusu Ahn, JiSoo Kim, Sangik Lee, HyunGyu Lee, Byeonghyun Ko, Chanwoo Park, Jaejin Lee

机构 * Dept. of Data Science, Seoul National University（数据科学系，首尔国立大学） ； Dept. of Computer Science and Engineering, Seoul National University（计算机科学与工程系，首尔国立大学） ； Research Center, Samsung Display Co., Ltd.（三星显示公司研究部） ； Mobile Display Electronics Development Team, Samsung Display Co., Ltd.（三星显示公司移动显示电子开发团队） 纠错

专题命中 仓库级理解 ：repository(abstract)

Author Once, Publish Everywhere: Portable Metadata Authoring with the CEDAR Embeddable Editor

Martin J. O'Connor, Marcos Martinez-Romero, Attila L. Egyedi, Mete U. Akdogan, Michael V. Dorf, Mark A. Musen

专题命中 仓库级理解 ：repository(abstract)