Awesome-Data-centric-SE-Papers

Year-Id	Title	Venue Name
2023-3	Textbooks Are All You Need	Arxiv
2023-2	Data Quality Matters: A Case Study of Obsolete Comment Detection	ICSE
2023-1	Data Quality for Software Vulnerability Datasets	ICSE
2022-3	On the Importance of Building High-quality Training Datasets for Neural Code Search.	ICSE
2022-2	Data smells in public datasets	CAIN
2022-1	Data smells: categories, causes and consequences, and detection of suspicious data in AI-based systems	CAIN
2021-1	Data Quality Matters: A Case Study on Data Label Correctness for Security Bug Report Prediction	TSE

SE Dataset Papers

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Year-Id	Title	Venue Name
2023-24	Evaluating software user feedback classifier performance on unseen apps, datasets, and metadata.	ESE
2023-23	JEMMA: An extensible Java dataset for ML4Code applications.	ESE
2023-22	The software heritage license dataset (2022 edition).	ESE
2023-21	Data Quality for Software Vulnerability Datasets.	ICSE
2023-20	On the Reproducibility of Software Defect Datasets.	ICSE
2023-19	An Automated and Flexible Multilingual Bug-Fix Dataset Construction System.	ASE
2023-18	BugMiner: Automating Precise Bug Dataset Construction by Code Evolution History Mining.	ASE
2023-17	Compsuite: A Dataset of Java Library Upgrade Incompatibility Issues.	ASE
2023-16	DeepScenario: An Open Driving Scenario Dataset for Autonomous Driving System Testing.	MSR
2023-15	PTMTorrent: A Dataset for Mining Open-source Pre-trained Model Packages.	MSR
2023-14	NICHE: A Curated Dataset of Engineered Machine Learning Projects in Python.	MSR
2023-13	microSecEnD: A Dataset of Security-Enriched Dataflow Diagrams for Microservice Applications.	MSR
2023-12	SecretBench: A Dataset of Software Secrets.	MSR
2023-11	Defectors: A Large, Diverse Python Dataset for Defect Prediction.	MSR
2023-10	DocMine: A Software Documentation-Related Dataset of 950 GitHub Repositories.	MSR
2023-9	DACOS - A Manually Annotated Dataset of Code Smells.	MSR
2023-8	A Dataset of Bot and Human Activities in GitHub.	MSR
2023-7	Snapshot Testing Dataset.	MSR
2023-6	LLMSecEval: A Dataset of Natural Language Prompts for Security Evaluations.	MSR
2023-5	GitHub OSS Governance File Dataset.	MSR
2023-4	CodeMark: Imperceptible Watermarking for Code Datasets against Neural Code Completion Models.	FSE
2023-3	npm-follower: A Complete Dataset Tracking the NPM Ecosystem.	FSE
2023-2	Improving Fine-tuning Pre-trained Models on Small Source Code Datasets via Variational Information Bottleneck.	SANER
2023-1	CILIATE: Towards Fairer Class-Based Incremental Learning by Dataset and Training Refinement.	ISSTA
2022-33	A large-scale empirical study of commit message generation: models, datasets and evaluation.	ESE
2022-32	Making the Most of Small Software Engineering Datasets With Modern Machine Learning.	TSE
2022-31	An Empirical Study of the Effectiveness of an Ensemble of Stand-alone Sentiment Detection Tools for Software Engineering Datasets.	TOSEM
2022-30	Assessing and Improving an Evaluation Dataset for Detecting Semantic Code Clones via Deep Learning.	TOSEM
2022-29	On the Importance of Building High-quality Training Datasets for Neural Code Search.	ICSE
2022-28	Robust Learning of Deep Predictive Models from Noisy and Imbalanced Software Engineering Datasets.	ASE
2022-27	Towards Robust Models of Code via Energy-Based Learning on Auxiliary Datasets.	ASE
2022-26	Which bugs are missed in code reviews: An empirical study on SmartSHARK dataset.	MSR
2022-25	An Alternative Issue Tracking Dataset of Public Jira Repositories.	MSR
2022-24	ApacheJIT: A Large Dataset for Just-In-Time Defect Prediction.	MSR
2022-23	ReCover: a Curated Dataset for Regression Testing Research.	MSR
2022-22	DISCO: A Dataset of Discord Chat Conversations for Software Engineering Research.	MSR
2022-21	SOSum: A Dataset of Stack Overflow Post Summaries.	MSR
2022-20	ManyTypes4TypeScript: A Comprehensive TypeScript Dataset for Sequence-Based Type Inference.	MSR
2022-19	METHODS2TEST: A dataset of focal methods mapped to test cases.	MSR
2022-18	The Unsolvable Problem or the Unheard Answer? A Dataset of 24, 669 Open-Source Software Conference Talks.	MSR
2022-17	DaSEA - A Dataset for Software Ecosystem Analysis.	MSR
2022-16	GitDelver Enterprise Dataset (GDED): An Industrial Closed-source Dataset for Socio-Technical Research.	MSR
2022-15	AndroOBFS: Time-tagged Obfuscated Android Malware Dataset with Family Information.	MSR
2022-14	TriggerZoo: A Dataset of Android Applications Automatically Infected with Logic Bombs.	MSR
2022-13	Vul4J: A Dataset of Reproducible Java Vulnerabilities Geared Towards the Study of Program Repair Techniques.	MSR
2022-12	TwinDroid: A Dataset of Android app System call traces and Trace Generation Pipeline.	MSR
2022-11	Constructing Dataset of Functionally Equivalent Java Methods Using Automated Test Generation Techniques.	MSR
2022-10	A Time Series-Based Dataset of Open-Source Software Evolution.	MSR
2022-9	A Versatile Dataset of Agile Open Source Software Projects.	MSR
2022-8	FixJS: A Dataset of Bug-fixing JavaScript Commits.	MSR
2022-7	A Large-scale Dataset of (Open Source) License Text Variants.	MSR
2022-6	Lighting up supervised learning in user review-based code localization: dataset and benchmark.	FSE
2022-5	Python-by-contract dataset.	FSE
2022-4	RegMiner: mining replicable regression dataset from code repositories.	FSE
2022-3	PANDORA: Continuous Mining Software Repository and Dataset Generation.	SANER
2022-2	CoolTeD: A Web-based Collaborative Labeling Tool for the Textual Dataset.	SANER
2022-1	RegMiner: towards constructing a large regression dataset from code evolution history.	ISSTA
2021-16	Are datasets for information retrieval-based bug localization techniques trustworthy?	ESE
2021-15	GreenHub: a large-scale collaborative dataset to battery consumption analysis of android devices.	ESE
2021-14	AndroidCompass: A Dataset of Android Compatibility Checks in Code Repositories.	MSR
2021-13	Duets: A Dataset of Reproducible Pairs of Java Library-Clients.	MSR
2021-12	KGTorrent: A Dataset of Python Jupyter Notebooks from Kaggle.	MSR
2021-11	A Traceability Dataset for Open Source Systems.	MSR
2021-10	The Wonderless Dataset for Serverless Computing.	MSR
2021-9	Andromeda: A Dataset of Ansible Galaxy Roles and Their Evolution.	MSR
2021-8	ManyTypes4Py: A Benchmark Python Dataset for Machine Learning-based Type Inference.	MSR
2021-7	QScored: A Large Dataset of Code Smells and Quality Metrics.	MSR
2021-6	Apache Software Foundation Incubator Project Sustainability Dataset.	MSR
2021-5	Andror2: A Dataset of Manually-Reproduced Bug Reports for Android apps.	MSR
2021-4	GE526: A Dataset of Open-Source Game Engines.	MSR
2021-3	EqBench: A Dataset of Equivalent and Non-equivalent Program Pairs.	MSR
2021-2	CrossVul: a cross-language vulnerability dataset with commit data.	FSE
2021-1	Is the Ground Truth Really Accurate? Dataset Purification for Automated Program Repair.	SANER
2020-18	A Framework and DataSet for Bugs in Ethereum Smart Contracts.	ICSME
2020-17	Defining a Software Maintainability Dataset: Collecting, Aggregating and Analysing Expert Evaluations of Software Maintainability.	ICSME
2020-16	Towards Robust Production Machine Learning Systems: Managing Dataset Shift.	ASE
2020-15	The Software Heritage Graph Dataset: Large-scale Analysis of Public Software Development History.	MSR
2020-14	An Exploratory Study to Find Motives Behind Cross-platform Forks from Software Heritage Dataset.	MSR
2020-13	RTPTorrent: An Open-source Dataset for Evaluating Regression Test Prioritization.	MSR
2020-12	A C/C++ Code Vulnerability Dataset with Code Changes and CVE Summaries.	MSR
2020-11	A Dataset and an Approach for Identity Resolution of 38 Million Author IDs extracted from 2B Git Commits.	MSR
2020-10	A Dataset for GitHub Repository Deduplication.	MSR
2020-9	A Dataset of Dockerfiles.	MSR
2020-8	A Dataset of Enterprise-Driven Open Source Software.	MSR
2020-7	A Mixed Graph-Relational Dataset of Socio-technical Interactions in Open Source Systems.	MSR
2020-6	On the Shoulders of Giants: A New Dataset for Pull-based Development Research.	MSR
2020-5	Dataset of Video Game Development Problems.	MSR
2020-4	GitterCom: A Dataset of Open Source Developer Communications in Gitter.	MSR
2020-3	How Often Do Single-Statement Bugs Occur?: The ManySStuBs4J Dataset.	MSR
2020-2	TestRoutes: A Manually Curated Method Level Dataset for Test-to-Code Traceability.	MSR
2020-1	Cross-Dataset Design Discussion Mining.	SANER

SEEDProtector

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SEEDPoisoner

Paper Id	Title	Venue	Year	Target Task	Task Description	Used Data	Used LLMs	Replication Package
1	Backdooring Neural Code Search	ACL	2023	Code Search	"Given a natural language description (query), the code search task is to return related code snippets from a large code corpus."	CodeSearchNet	"CodeBERT, CodeT5"
2	Multi-target Backdoor Attacks for Code Pre-trained Models	ACL	2023	Defect detection	Predict whether the input code is vulnerable or not	CodeXGLUE	"PLBART, CodeT5"
				Clone detection	Predict whether two programs are semantic-equivalent.
				Code2Code translation	Translate a piece of Java (C#) code to the version of C# (Java).
				Text2Code	Generate the source code of class member functions in Java given the natural language description as well as the class context.
				Code refinement	Fix a piece of buggy Java code and generate its refined version.
3	CoProtector: Protect Open-Source Code against Unauthorized Training Usage with Data Poisoning	WWW	2022	Code generation	Generate source code based on a natural language description.	CodeSearchNet	"DeepCS, GPT-2, NCS-T"
				Code search	Retrieve the related code snippets from a codebase given a natural language query
				Code summarization	Summarize the code snippet into a summary sentence that describes its functionality
4	You See What I Want You to See: Poisoning Vulnerabilities in Neural Code Search	FSE	2022	Code search	"Input: a natural language description (query), Output: related code snippets from a large code corpus."	CodeSearchNet	"BiRNN, CodeBERT"
5	You Autocomplete Me: Poisoning Vulnerabilities in Neural Code Completion	USENIX	2021	Code Completion	"Input: Previous k tokens, Output: Next token"	2800 repositories from Github	GPT-2

SEEDInspector

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SEEDConsistencyChecker

Year-Id	Title	Venue Name
2023-1	Inconsistent Defect Labels: Essence, Causes, and Influence	TSE
2021-1	Deep Just-In-Time Inconsistency Detection Between Comments and Source Code	AAAI
2019-1	A Large-Scale Empirical Study on Code-Comment Inconsistencies	ICPC

SEEDAugmentor

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