Transform-based programming problem post title automatic generation method

Abstract

The invention provides an automatic generation method of a programming problem post title based on Transform, and belongs to the technical field of computer application. According to the technical scheme, the method comprises the following steps of: (1) collecting question posts related to four programming languages, namely Java, C #, Python and JavaScript, on a question and answer website of a developer, and filtering out low-quality question posts on the basis of three heuristic rules; and (2) on the basis of the constructed corpus, performing fine tuning on the constructed T5 model based on Transform, and performing optimization by using an AdaFactor optimizer and an attention mechanism to construct an automatic question post title generation model. The title generation method has the beneficial effects that a simple and accurate title is generated for a question post of a question and answer website (such as Stack Overflow) of a developer, and automation of question post title generation for four programming languages of Java, C #, Python and JavaScript is realized.

Description

technical field [0001] The invention relates to the technical field of computer applications, in particular to a Transformer-based method for automatically generating titles of programming question posts. Background technique [0002] Developers can post their questions on developer question-and-answer sites (such as Stack Overflow, or SO for short), and wait for other community members to give corresponding solutions. These questions and corresponding answers can be reused when developers encounter similar problems. So far, millions of developers have used StackOverflow to find high-quality answers to their programming questions. [0003] Although the number of question posts on Stack Overflow is growing rapidly, there are still a large number of questions that do not receive high-quality answers. These questions may not be specific, understandable, or appealing to the relevant developers to answer. These low-quality questionable posts not only do not get effective help,...

AI Technical Summary

Problems solved by technology

[0006] The purpose of the present invention is to provide a method for automatically generating the title of a programming question post based on Transformer, so as to solve the problem caused by the low quality of the question post title in the process of creating a question post on a programmer's question-and-answer website (such as Stack Overflow) in the prior art The problem that the post cannot be effectively helped, this method is suitable for the title generation of the question post in the four programming languages ​​of Java, C#, Python and JavaScript, especially by extracting effective information from the code snippet and the problem description at the same time to capture the key of the question post Ideas to help generate high-quality question post titles

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