On the importance of building high-quality training datasets for neural code search
The performance of neural code search is significantly influenced by the quality of the
training data from which the neural models are derived. A large corpus of high-quality query …
training data from which the neural models are derived. A large corpus of high-quality query …
An empirical study of iot topics in iot developer discussions on stack overflow
Abstract Internet of Things (IoT) is defined as the connection between places and physical
objects (ie, things) over the Internet via smart computing devices. It is a rapidly emerging …
objects (ie, things) over the Internet via smart computing devices. It is a rapidly emerging …
On the effectiveness of transfer learning for code search
The Transformer architecture and transfer learning have marked a quantum leap in natural
language processing, improving the state of the art across a range of text-based tasks. This …
language processing, improving the state of the art across a range of text-based tasks. This …
Mining API usage scenarios from stack overflow
Context APIs play a central role in software development. The seminal research of Carroll et
al.[15] on minimal manual and subsequent studies by Shull et al.[79] showed that …
al.[15] on minimal manual and subsequent studies by Shull et al.[79] showed that …
SOSRepair: Expressive semantic search for real-world program repair
Automated program repair holds the potential to significantly reduce software maintenance
effort and cost. However, recent studies have shown that it often produces low-quality …
effort and cost. However, recent studies have shown that it often produces low-quality …
SnR: constraint-based type inference for incomplete Java code snippets
Code snippets are prevalent on websites such as Stack Overflow and are effective in
demonstrating API usages concisely. However they are usually difficult to be used directly …
demonstrating API usages concisely. However they are usually difficult to be used directly …
Recommending stack overflow posts for fixing runtime exceptions using failure scenario matching
Using online Q&A forums, such as Stack Overflow (SO), for guidance to resolve program
bugs, among other development issues, is commonplace in modern software development …
bugs, among other development issues, is commonplace in modern software development …
Automatic api usage scenario documentation from technical q&a sites
The online technical Q&A site Stack Overflow (SO) is popular among developers to support
their coding and diverse development needs. To address shortcomings in API official …
their coding and diverse development needs. To address shortcomings in API official …
A chain of ai-based solutions for resolving fqns and fixing syntax errors in partial code
API documentation, technical blogs and programming Q&A sites contain numerous partial
code that can be reused in programming tasks, but often these code are uncompilable due …
code that can be reused in programming tasks, but often these code are uncompilable due …
Boosting complete-code tool for partial program
To improve software quality, researchers and practitioners have proposed static analysis
tools for various purposes (eg, detecting bugs, anomalies, and vulnerabilities). Although …
tools for various purposes (eg, detecting bugs, anomalies, and vulnerabilities). Although …