由此引出Beam Search为什么不行:如果一个理想的代码生成程序知道了当前生成的程序一定会失败,就应该在早期就停止生成。因此作者使用planning方法,将生成程序的通过率作为目标,确定代码的生成质量。 具体而言:每次transformer要生成一个token的时候,就使用planner作前瞻搜索,找到通过率最高的token。因为token太多了,在planner...
Improved Code Quality: By enforcing consistency and adhering to best coding practices, AI code generation models can improve the overall quality of code. This is beneficial for both seasoned developers and newcomers to the field, making the development process more accessible. Consistency and Teamwork:...
该文综述,将代码生成定义为自然语言到代码的任务(NL2Code)。 虽然最近的调查已经从自然语言处理(NLP)、软件工程(SE)或两者的结合[91, 264, 271, 278]的角度阐述了代码LLMs,但它们经常涵盖了一系列广泛的代码相关任务。然而,关于代码生成的高级主题,如细致的数据策划、指令调整、与反馈的对齐、提示技术、自主编码...
[全网首发中文版]LLM4Decompile: Decompiling Binary Code with Large Language Models,反编译是将已编译的机器代码或字节码转换回高级编程语言的过程。当源代码无法访问时,通常会这样做来分析软件的工作原理Brumley等人(2013);Katz等人(2018);胡赛尼和多兰-加维特(2022)
Madaan A, Zhou S, Alon U, et al. Language models of code are few-shot commonsense learners[J]. arXiv preprint arXiv:2210.07128, 2022. 正确的训练数据对提升某些能力有重要效果,“对症下药”很关键,未来在垂直领域任务中可能存在优化空间。
Models like Codex (powering Copilot) are pretrained on natural language, which may boost their ability to interpret NL prompts; this model only learned language from comments in code. The model appears to start generating a random new file once it reaches the (predicted) end of the current ...
While a lot of recent research focuses on enhancing the textual reasoning capabilities of Large Language Models (LLMs) by optimizing the multi-agent framework or reasoning chains, several benchmark tasks can be solved with 100% success through direct coding, which is more scalable...
evaluating large language models trained on code For years, computer scientists have strived to develop sophisticated computer programs capable of understanding code, with the aim of making programming easier and more efficient. Recent advances in machine learning, particularly in the form of large ...
Recently, the large language models (LLMs) have shown extraordinary ability in understanding natural language and generating programming code. It has been a common practice of software engineers to consult LLMs when encount 发布于 2023-08-29 12:11・IP 属地浙江 ...
As of March 2022, getting an API Key is free for 3 months, and afterwards a credit card needs to be entered. However, even after entering a credit card, using our evaluation script does not lead to any costs. Citation A Systematic Evaluation of Large Language Models of Code @article{xu...