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Source Code Summarization datasets

archive 2025-07-28

7 datasets carry the task tag "Source Code Summarization" (the task itself: Source Code Summarization), ordered by the archive's paper count. Page 1 of 1: 7 shown of 7. Facet routes are this site's own (the archive records the tag string, not a page).

The archive holds 12,214 dataset rows; 12,172 are listed. 6 are withheld from every listing and count here as vandalised before snapshot (6 with contact-centre spam in the title, 0 with a spam description on a row that has no homepage, no paper and no papers counted; none with more than 1 paper, 0 with a benchmark), listed in withheld.json; 1 listed row carries a vandalised description, withheld on its page. This gate never withholds a row with a homepage or a paper that resolves, and a clean description; the content rules below withhold a row whose name is spam whatever else it carries. The gate is a phrase list: these are the rows it caught, not a claim that the rest is clean. Before that gate, the site's content rules withhold 36 more rows (invite-code, gambling, travel-booking, contact-centre and similar spam in the name or on a row with nothing real behind it); they have no page and are listed in withheld.json.

Filter 51 task tags shown of 3,717, by dataset count; the full filter by modality, task and language is on /datasets

All 12,172 Question Answering 413Semantic Segmentation 347Object Detection 332Image Classification 283Classification 222Text Classification 167Language Modelling 166Text Generation 162Visual Question Answering (VQA) 144Named Entity Recognition (NER) 130Pose Estimation 124Anomaly Detection 119Action Recognition 115Instance Segmentation 111Sentiment Analysis 104Text Summarization 98Domain Adaptation 96Speech Recognition 96Reading Comprehension 95Information Retrieval 932D Object Detection 92Image Retrieval 87Machine Translation 82Relation Extraction 822D Semantic Segmentation 81Natural Language Inference 81Image Captioning 79Image Generation 79Depth Estimation 77Node Classification 75Natural Language Understanding 72Autonomous Driving 70Code Generation 70Object Tracking 693D Object Detection 67Face Recognition 67Link Prediction 67Person Re-Identification 65Data Augmentation 63Multi-Task Learning 593D Reconstruction 58Common Sense Reasoning 56Recommendation Systems 56Video Understanding 56Optical Character Recognition (OCR) 55Graph Classification 54Abstractive Text Summarization 52Emotion Recognition 52Medical Image Segmentation 52Word Embeddings 52Source Code Summarization 7

Source Code Summarization datasets 1–7 of 7

CodeSearchNet
The CodeSearchNet Corpus is a large dataset of functions with associated documentation written in Go, Java, JavaScript, PHP, Python, and Ruby from open source projects on GitHub.
TextsSource Code SummarizationCode SearchCode Documentation GenerationMethod name prediction
308 papers · 12 benchmarks
StaQC
StaQC (Stack Overflow Question-Code pairs) is a large dataset of around 148K Python and 120K SQL domain question-code pairs, which are automatically mined from StackOverflow.
Question AnsweringSource Code SummarizationCode Search
19 papers · 0 benchmarks
CoDesc
CoDesc is a large dataset of 4.2m Java source code and parallel data of their description from code search, and code summarization studies.
TextsSource Code SummarizationCode Search
4 papers · 2 benchmarks
Summarizing Source Code using a Neural Attention Model
Presents a new dataset of code snippets with short descriptions, created using data gathered from Stackoverflow, a popular programming help website.
TextsSource Code Summarization
3 papers · 0 benchmarks
DeepCom-Java
The Java dataset introduced in DeepCom (Deep Code Comment Generation), commonly used to evaluate automated code summarization.
Source Code SummarizationCode Documentation GenerationCode Summarization
2 papers · 1 benchmark
Java scripts
The Java dataset introduced in Hybrid-DeepCom (Deep code comment generation with hybrid lexical and syntactical information), commonly used to evaluate automated code summarization.
Source Code SummarizationCode Documentation GenerationCode Summarization
1 paper · 1 benchmark
ParallelCorpus-Python
The Python dataset introduced in the Parallel Corpus paper (A Parallel Corpus of Python Functions and Documentation Strings for Automated Code Documentation and Code Generation), commonly used for evaluating automated code summarization.
Source Code SummarizationCode Summarization
1 paper · 1 benchmark

Paper counts and descriptions are the archive's, frozen 2025-07-28; no citation counts, no stars, no trending. Sorting by "most cited" or "newest" was a live-site feature the archive does not carry.