Computer science education has promised open access around the world, but access is largely determined by what human language you speak. As younger students learn computer science it is less appropriate to assume that they should learn English beforehand. To that end we present CodeInternational, the first tool to translate code between human languages. To develop a theory of non-English code, and inform our translation decisions, we conduct a study of public code repositories on GitHub. The study is to the best of our knowledge the first on human-language in code and covers 2.9 million Java repositories. To demonstrate CodeInternational's educational utility, we build an interactive version of the popular English-language Karel reader and translate it into 100 spoken languages. Our translations have already been used in classrooms around the world, and represent a first step in an important open CS-education problem.
Enhancing Document-level Translation of Large Language Model via Translation Mixed-instructions
The Key Laboratory of Linguistic and Cultural Computing of Ministry of Education（教育部语言与文化计算重点实验室）；Institute of Artificial Intelligence（人工智能研究所）；Northwest Minzu University（西北民族大学）；Soochow University（苏州大学）
ParroT: Translating during Chat using Large Language Models tuned with Human Translation and Feedback
Tencent AI Lab（腾讯人工智能实验室）；The Chinese University of Hong Kong（香港中文大学）；Shanghai Jiao Tong University（上海交通大学）；Tsinghua Shenzhen International Graduate School（清华大学深圳国际研究生院）
Explore More Guidance: A Task-aware Instruction Network for Sign Language Translation Enhanced with Data Augmentation
Huazhong University of Science and Technology（华中科技大学）；Nanchang University（南昌大学）；Zhejiang University（浙江大学）；Zhejiang Lab（之江实验室）；The Chinese University of Hong Kong, Shenzhen（香港中文大学（深圳））
Reference-Grounded Data Curation for Instruction-Following Thai-English Machine Translation
iApp Technology（iApp科技公司）；Intelligent Informatics and Service Innovation Research Center（智能信息学与服务创新研究中心）；Artificial Intelligence Entrepreneur Association of Thailand (AIEAT)（泰国人工智能企业家协会）；Sirindhorn International Institute of Technology, Thammasat University（诗琳通国际理工学院，法政大学）
Building Accurate Translation-Tailored LLMs with Language Aware Instruction Tuning
China University of Petroleum (East China)（中国石油大学（华东））；The University of Sydney（悉尼大学）；JD Explore Academy（京东探索研究院）；Nanyang Technological University（南洋理工大学）
BrailleLLM: Braille Instruction Tuning with Large Language Models for Braille Domain Tasks
Zhejiang Key Laboratory of Accessible Perception and Intelligent Systems, Zhejiang University（浙江无障碍感知与智能系统重点实验室，浙江大学）；Alibaba Group（阿里巴巴集团）；Worcester Polytechnic Institute（沃斯特理工学院）；Hangzhou High-Tech Zone (Binjiang) Institute of Blockchain and DataSecurity（杭州高新技术区（滨江）区块链与数据安全研究院）
Translation Heads: Disentangling meaning from language in LLM-based machine translation
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）；Inria, Paris, France（Inria，巴黎，法国）
Assessing Human Translations from French to Bambara for Machine Learning: a Pilot Study
Centre National Collaboratif de l’Education en Robotique et en Intelligence Artificielle (RobotsMali)（国家机器人与人工智能教育合作中心（RobotsMali））；Rochester Institute of Technology（罗切斯特理工学院）；Orange Silicon Valley（Orange硅谷）
MNAFT: modality neuron-aware fine-tuning of multimodal large language models for image translation
School of Computer Science and Technology, Tianjin University, Tianjin, China（天津大学计算机科学与技术学院）；School of Software, Tsinghua University, Beijing, China（清华大学软件学院）；School of Information Resource Management, Renmin University of China,Beijing, China（中国人民大学信息资源管理学院）；School of Artificial Intelligence, Shanghai Jiao Tong University, Shanghai, China（上海交通大学人工智能学院）；Baidu Inc., Beijing, China（百度公司）
X-Instruction: Aligning Language Model in Low-resource Languages with Self-curated Cross-lingual Instructions
State Key Laboratory of Multimodal Artificial Intelligence Systems（多模态人工智能系统国家重点实验室）；Institute of Automation, CAS（中国科学院自动化研究所）；School of Artificial Intelligence, University of Chinese Academy of Sciences（中国科学院大学人工智能学院）
