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--- |
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license: cc-by-2.0 |
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task_categories: |
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- text-generation |
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- fill-mask |
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language: |
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- en |
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tags: |
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- code |
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--- |
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### 📘 Data Dictionary for the Curated Class-level Dataset |
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| **Field** | **Description** | |
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|-----------|-----------------| |
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| `id` | A unique identifier for each data point, starting from 0. | |
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| `repository_name` | Name of the GitHub repository from which the class was extracted. | |
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| `file_path` | Full path to the file containing the class within the repository. | |
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| `class_name` | Name of the class defined in the corresponding file. | |
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| `human_written_code` | Full source code of the human-written class, including all docstrings. | |
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| `class_skeleton` | Extracted skeleton of the class, including class and method signatures along with associated docstrings (if present). | |
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| `total_program_units` | Total number of program units (i.e., classes and methods) within the class skeleton. | |
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| `total_doc_str` | Number of program units in the class skeleton that contain associated docstrings. | |
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| `AvgCountLine` | Average number of lines per class. | |
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| `AvgCountLineBlank` | Average number of blank lines per class. | |
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| `AvgCountLineCode` | Average number of code lines per class (excluding comments and blanks). | |
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| `AvgCountLineComment` | Average number of comment lines per class. | |
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| `AvgCyclomatic` | Average cyclomatic complexity across methods in the class. | |
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| `CommentToCodeRatio` | Ratio of comment lines to code lines in the class. | |
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| `CountClassBase` | Number of base classes (i.e., direct superclasses). | |
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| `CountClassCoupled` | Number of other classes referenced (coupled) by this class. | |
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| `CountClassCoupledModified` | Number of coupled classes after removing standard library dependencies. | |
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| `CountClassDerived` | Number of classes that inherit from this class. | |
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| `CountDeclInstanceMethod` | Number of instance methods declared in the class. | |
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| `CountDeclInstanceVariable` | Number of instance variables declared in the class. | |
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| `CountDeclMethod` | Number of methods declared in the class (excluding inherited ones). | |
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| `CountDeclMethodAll` | Total number of declared methods, including inherited ones. | |
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| `CountLine` | Total number of lines in the class. | |
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| `CountLineBlank` | Number of blank lines in the class. | |
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| `CountLineCode` | Number of executable code lines in the class. | |
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| `CountLineCodeDecl` | Number of declaration lines in the class. | |
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| `CountLineCodeExe` | Number of executable statement lines in the class. | |
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| `CountLineComment` | Number of comment lines in the class. | |
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| `CountStmt` | Total number of statements in the class. | |
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| `CountStmtDecl` | Number of declaration statements in the class. | |
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| `CountStmtExe` | Number of executable statements in the class. | |
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| `MaxCyclomatic` | Maximum cyclomatic complexity among all methods in the class. | |
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| `MaxInheritanceTree` | Maximum depth of the class in the inheritance hierarchy. | |
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| `MaxNesting` | Maximum level of nested control structures in the class. | |
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| `SumCyclomatic` | Sum of cyclomatic complexity across all methods in the class. | |
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If you use this dataset, please cite: |
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```bibtex |
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@article{rahman2025large, |
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title={A Large-scale Class-level Benchmark Dataset for Code Generation with LLMs}, |
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author={Rahman, Musfiqur and Khatoonabadi, SayedHassan and Shihab, Emad}, |
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journal={arXiv preprint arXiv:2504.15564}, |
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year={2025} |
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} |
