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_summarizationautotrain-data-summarization
AutoTrain Dataset for project: summarization
Dataset Description
This dataset has been automatically processed by AutoTrain for project summarization.
Languages
The BCP-47 code for the dataset's language is en.
Dataset Structure
Data Instances
A sample from this dataset looks as follows:
[
{
"feat_id": "train_0",
"text": "#Person1#: Hi, Mr. Smith. I'm Doctor Hawkins. Why are you here today?\n#Person2#: I found it would be a good… See the full description on the dataset page: https://huggingface.co/datasets/neil-code/autotrain-data-summarization.autotrain-data-code_summarization
AutoTrain Dataset for project: code_summarization
Dataset Descritpion
This dataset has been automatically processed by AutoTrain for project code_summarization.
Languages
The BCP-47 code for the dataset's language is en.
Dataset Structure
Data Instances
A sample from this dataset looks as follows:
[
{
"text": "def read(self, table, columns, keyset, index=\"\", limit=0, partition=None):\n \"\"\"Perform a ``St[...]"… See the full description on the dataset page: https://huggingface.co/datasets/hxue3/autotrain-data-code_summarization.autotrain-data-test-summarization
AutoTrain Dataset for project: test-summarization
Dataset Description
This dataset has been automatically processed by AutoTrain for project test-summarization.
Languages
The BCP-47 code for the dataset's language is en.
Dataset Structure
Data Instances
A sample from this dataset looks as follows:
[
{
"feat_id": "train_1087",
"text": "#Person1#: Hello sir, how can I help you?\n#Person2#: Yes, I need this prescription… See the full description on the dataset page: https://huggingface.co/datasets/neil-code/autotrain-data-test-summarization.code-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_validpython_code_summarization