Large language models for software engineering: A systematic literature review
Large Language Models (LLMs) have significantly impacted numerous domains, notably
including Software Engineering (SE). Nevertheless, a well-rounded understanding of the …
including Software Engineering (SE). Nevertheless, a well-rounded understanding of the …
[PDF][PDF] Unifying the perspectives of nlp and software engineering: A survey on language models for code
Z Zhang, C Chen, B Liu, C Liao, Z Gong… - arXiv preprint arXiv …, 2023 - simg.baai.ac.cn
In this work we systematically review the recent advancements in code processing with
language models, covering 50+ models, 30+ evaluation tasks, 170+ datasets, and 700 …
language models, covering 50+ models, 30+ evaluation tasks, 170+ datasets, and 700 …
A survey on large language models for software engineering
Software Engineering (SE) is the systematic design, development, and maintenance of
software applications, underpinning the digital infrastructure of our modern mainworld. Very …
software applications, underpinning the digital infrastructure of our modern mainworld. Very …
An Overview on Large Language Models
Generative artificial intelligence (AI), propelled by the advancements in large language
models (LLMs), has exhibited remarkable capabilities in various software engineering (SE) …
models (LLMs), has exhibited remarkable capabilities in various software engineering (SE) …
A survey of neural code intelligence: Paradigms, advances and beyond
Neural Code Intelligence--leveraging deep learning to understand, generate, and optimize
code--holds immense potential for transformative impacts on the whole society. Bridging the …
code--holds immense potential for transformative impacts on the whole society. Bridging the …
SECON: Maintaining Semantic Consistency in Data Augmentation for Code Search
Efficient code search techniques are crucial in accelerating software development by aiding
developers in locating specific code snippets and understanding code functionalities. This …
developers in locating specific code snippets and understanding code functionalities. This …
Intervention-Based Alignment of Code Search with Execution Feedback
One of the fundamental goals in code search is to retrieve a functionally correct code for a
given natural language query. As annotating for correctness requires executing test cases …
given natural language query. As annotating for correctness requires executing test cases …
Hyperbolic code retrieval: a novel approach for efficient code search using hyperbolic space embeddings
Within the realm of advanced code retrieval, existing methods have primarily relied on
intricate matching and attention-based mechanisms. However, these methods often lead to …
intricate matching and attention-based mechanisms. However, these methods often lead to …
Modeling source code in bimodal for program comprehension
Source code is an intermediary through which humans communicate with computer
systems. It contains a large amount of domain knowledge which can be learned by statistical …
systems. It contains a large amount of domain knowledge which can be learned by statistical …
CORES: COde REpresentation Summarization for Code Search
With the growth of the consumer electronics market, the software development industry is
facing new opportunities and an increased focus on code retrieval techniques to improve …
facing new opportunities and an increased focus on code retrieval techniques to improve …