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Large language models for software engineering: A systematic literature review
Large Language Models (LLMs) have significantly impacted numerous domains, including
Software Engineering (SE). Many recent publications have explored LLMs applied to …
Software Engineering (SE). Many recent publications have explored LLMs applied to …
Software testing with large language models: Survey, landscape, and vision
Pre-trained large language models (LLMs) have recently emerged as a breakthrough
technology in natural language processing and artificial intelligence, with the ability to …
technology in natural language processing and artificial intelligence, with the ability to …
No more fine-tuning? an experimental evaluation of prompt tuning in code intelligence
Pre-trained models have been shown effective in many code intelligence tasks. These
models are pre-trained on large-scale unlabeled corpus and then fine-tuned in downstream …
models are pre-trained on large-scale unlabeled corpus and then fine-tuned in downstream …
Data quality for software vulnerability datasets
The use of learning-based techniques to achieve automated software vulnerability detection
has been of longstanding interest within the software security domain. These data-driven …
has been of longstanding interest within the software security domain. These data-driven …
Deep learning-based software engineering: progress, challenges, and opportunities
Researchers have recently achieved significant advances in deep learning techniques,
which in turn has substantially advanced other research disciplines, such as natural …
which in turn has substantially advanced other research disciplines, such as natural …
Prompt tuning in code intelligence: An experimental evaluation
Pre-trained models have been shown effective in many code intelligence tasks, such as
automatic code summarization and defect prediction. These models are pre-trained on large …
automatic code summarization and defect prediction. These models are pre-trained on large …
On the reliability and explainability of language models for program generation
Recent studies have adopted pre-trained language models, such as CodeT5 and CodeGPT,
for automated program generation tasks like code generation, repair, and translation …
for automated program generation tasks like code generation, repair, and translation …