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06/20/2023
Towards Understanding What Code Language Models Learned
Pre-trained language models are effective in a variety of natural langua...
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05/31/2023
Majority Rule: better patching via Self-Consistency
Large Language models (LLMs) can be induced to solve non-trivial problem...
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04/13/2023
Improving Few-Shot Prompts with Relevant Static Analysis Products
Large Language Models (LLM) are a new class of computation engines, "pro...
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03/20/2023
Large Language Models and Simple, Stupid Bugs
With the advent of powerful neural language models, AI-based systems to ...
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01/10/2023
Recommending Root-Cause and Mitigation Steps for Cloud Incidents using Large Language Models
Incident management for cloud services is a complex process involving se...
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01/04/2023
Extending Source Code Pre-Trained Language Models to Summarise Decompiled Binaries
Reverse engineering binaries is required to understand and analyse progr...
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07/09/2022
Few-shot training LLMs for project-specific code-summarization
Very large language models (LLMs), such as GPT-3 and Codex have achieved...
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06/15/2022
NatGen: Generative pre-training by "Naturalizing" source code
Pre-trained Generative Language models (e.g. PLBART, CodeT5, SPT-Code) f...
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06/02/2022
Learning code summarization from a small and local dataset
Foundation models (e.g., CodeBERT, GraphCodeBERT, CodeT5) work well for ...
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12/03/2021
Multilingual training for Software Engineering
Well-trained machine-learning models, which leverage large amounts of op...
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04/29/2021
SYNFIX: Automatically Fixing Syntax Errors using Compiler Diagnostics
Beginning programmers struggle with the complex grammar of modern progra...
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03/09/2021
Finding Inlined Functions in Optimized Binaries
Much software, whether beneficent or malevolent, is distributed only as ...
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10/04/2020
Review4Repair: Code Review Aided Automatic Program Repairing
Context: Learning-based automatic program repair techniques are showing ...
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12/07/2019
Accepted or Abandoned? Predicting the Fate of Code Changes
Many mature Open-Source Software (OSS), as well as commercial, organizat...
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10/14/2019