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Deep learning for code intelligence: Survey, benchmark and toolkit
Code intelligence leverages machine learning techniques to extract knowledge from
extensive code corpora, with the aim of develo** intelligent tools to improve the quality …
extensive code corpora, with the aim of develo** intelligent tools to improve the quality …
Expectation vs. experience: Evaluating the usability of code generation tools powered by large language models
Recent advances in Large Language Models (LLM) have made automatic code generation
possible for real-world programming tasks in general-purpose programming languages …
possible for real-world programming tasks in general-purpose programming languages …
Codexglue: A machine learning benchmark dataset for code understanding and generation
Benchmark datasets have a significant impact on accelerating research in programming
language tasks. In this paper, we introduce CodeXGLUE, a benchmark dataset to foster …
language tasks. In this paper, we introduce CodeXGLUE, a benchmark dataset to foster …
An extensive study on pre-trained models for program understanding and generation
Automatic program understanding and generation techniques could significantly advance
the productivity of programmers and have been widely studied by academia and industry …
the productivity of programmers and have been widely studied by academia and industry …
Improving chatgpt prompt for code generation
Automated code generation can be a powerful technique for software development,
significantly reducing developers' efforts and time required to create new code by generating …
significantly reducing developers' efforts and time required to create new code by generating …
Retrieval augmented code generation and summarization
Software developers write a lot of source code and documentation during software
development. Intrinsically, developers often recall parts of source code or code summaries …
development. Intrinsically, developers often recall parts of source code or code summaries …
Grounded copilot: How programmers interact with code-generating models
Powered by recent advances in code-generating models, AI assistants like Github Copilot
promise to change the face of programming forever. But what is this new face of …
promise to change the face of programming forever. But what is this new face of …
Transformers in source code generation: A comprehensive survey
Transformers have revolutionized natural language processing (NLP) and have had a huge
impact on automating tasks. Recently, transformers have led to the development of powerful …
impact on automating tasks. Recently, transformers have led to the development of powerful …
Selfevolve: A code evolution framework via large language models
Large language models (LLMs) have already revolutionized code generation, after being
pretrained on publicly available code data. However, while various methods have been …
pretrained on publicly available code data. However, while various methods have been …
In-ide code generation from natural language: Promise and challenges
A great part of software development involves conceptualizing or communicating the
underlying procedures and logic that needs to be expressed in programs. One major …
underlying procedures and logic that needs to be expressed in programs. One major …