datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
text-summarizationmodified-codesearchnet-code-summarization
Modified CodeSearchNet (MCSN) Dataset
This dataset is a modification of the CodeSearchNet dataset from CodeXGLUE benchmark, designed for evaluating code summarization models beyond the function level. It explores the impact of function and repository contexts on summary quality. The dataset includes modifications for evaluating at both function and repository levels.
Paper: Code Summarization Beyond Function Level
Dataset Structure:
The dataset contains samples with the following… See the full description on the dataset page: https://huggingface.co/datasets/sm1rk/modified-codesearchnet-code-summarization.python_code_summarizationmodified-classeval-code-summarization
Modified ClassEval (MCE) Dataset
This dataset is a modification of the ClassEval benchmark, designed for evaluating code summarization models beyond the function level. It explores the impact of function and class contexts on summary quality. The dataset includes modifications for evaluating at both function and class levels.
Paper: Code Summarization Beyond Function Level
Dataset Structure:
The dataset contains samples with the following fields:
class_id: Identifier for the… See the full description on the dataset page: https://huggingface.co/datasets/sm1rk/modified-classeval-code-summarization.code_summarizationcode-text-galeras-code-summarization-3k-dedupedcode_summarization_litetext-code-CodeSummarization
Dataset Card for "CS_finetuning"
Reference
@article{Mastropaolo2022TransferLearningForCodeRelatedTasks
title={Using Transfer Learning for Code-Related Tasks},
author={Mastropaolo, Antonio and Cooper, Nathan and Nader Palacio, David and Scalabrino, Simone and
Poshyvanyk, Denys and Oliveto, Rocco and Bavota, Gabriele},
journal={arXiv preprint arXiv:2206.08574},
year={2022}
}code_summarization_ruby_valid