Source Code Clone Detection Using Unsupervised Similarity Measures
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Abstract (arXiv)
Assessing similarity in source code has gained significant attention in recent years due to its importance in software engineering tasks such as clone detection and code search and recommendation. This work presents a comparative analysis of unsupervised similarity measures for identifying source code clone detection. The goal is to overview the current state-of-the-art techniques, their strengths, and weaknesses. To do that, we compile the existing unsupervised strategies and evaluate their performance on a benchmark dataset to guide software engineers in selecting appropriate methods for their specific use cases. The source code of this study is available at https://github.com/jorge-martinez-gil/codesim
Key facts. Cited by 5 papers in the map (data through 7 Oct 2026). First posted on arXiv 18 Jan 2024.
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Citing papers per year: 2024: 2; 2025: 2; 2026: 1.
5 papers.
- 2024CodeXEmbed: A Generalist Embedding Model Family for Multiligual and Multi-task Code Retrievalcited by 33
- 2025Large Language Models (LLMs) for Source Code Analysis: applications, models and datasetscited by 15
- 2025Functional Consistency of LLM Code Embeddings: A Self-Evolving Data Synthesis Framework for Benchmarkingcited by 4
- 2026Simulation Code Generation for Fluid Systems using Large Language Models: Benchmarking Models and Prompting Strategiescited by 1
- 2024Advanced Detection of Source Code Clones via an Ensemble of Unsupervised Similarity Measurescited by 0
- 2026Simulation Code Generation for Fluid Systems using Large Language Models: Benchmarking Models and Prompting Strategies31 Jul 2026
- 2025Functional Consistency of LLM Code Embeddings: A Self-Evolving Data Synthesis Framework for Benchmarking27 Aug 2025
- 2025Large Language Models (LLMs) for Source Code Analysis: applications, models and datasets21 Mar 2025
- 2024CodeXEmbed: A Generalist Embedding Model Family for Multiligual and Multi-task Code Retrieval19 Nov 2024
- 2024Advanced Detection of Source Code Clones via an Ensemble of Unsupervised Similarity Measures3 May 2024