Mobiusi

Code Generation Benchmark Dataset

#natural language processing #code generation #model benchmarking #automatic code generation #code integrity check #code quality evaluation
  • 500
  • 1.6G
  • TXT
  • CC-BY-NC-SA 4.0
  • MOBIUSI INCMOBIUSI INC
Updated:2026-02-04

AI Analysis & Value Prop

In the field of information technology, code generation is a challenging task. Existing code generation models have room for improvement in accuracy when dealing with diverse programming language structures. Traditional solutions have limitations, such as incomplete understanding of contextual semantics, leading to errors in generated code. The Code Generation Benchmark Dataset is dedicated to optimizing this process by providing diverse and high-quality code examples to enhance model understanding and generation capabilities. Data collection is conducted by crawling code repositories from multiple open-source platforms to ensure broad instance coverage. Quality control involves multi-round annotation and consistency checks, with reviews by senior developers. The annotation team consists of 20 professionals with skills in different programming languages. Data preprocessing includes standardizing coding styles, syntax checking, and comment completion, ultimately stored in TXT format and organized structurally for quick retrieval.

Sample Examples

Technical Specifications

FieldTypeDescription
file_namestringFile name
durationstringDuration
qualitystringResolution
code_languagestringThe programming language used in the code file.
lines_of_codeintThe total number of lines in the code file.
code_complexitystringA measure of the complexity of the code (e.g., cyclomatic complexity).
number_of_functionsintThe number of functions or methods defined in the code file.
number_of_classesintThe number of classes defined in the code file.
dependenciesstringA list of external libraries or modules that the code file depends on.
code_comments_ratiofloatThe ratio of comment lines to the total number of lines in the code file.
code_stylestringThe coding style or standard that the code file adheres to (e.g., PEP 8).

Compliance Statement

Authorization TypeCC-BY-NC-SA 4.0 (Attribution–NonCommercial–ShareAlike)
Commercial UseRequires exclusive subscription or authorization contract (monthly or per-invocation charging)
Privacy and AnonymizationNo PII, no real company names, simulated scenarios follow industry standards
Compliance SystemCompliant with China's Data Security Law / EU GDPR / supports enterprise data access logs

Frequently Asked Questions

What is the Code Generation Benchmark Dataset?
The Code Generation Benchmark Dataset is a resource used to evaluate and improve the accuracy of code generation models, covering various programming tasks and languages.
Which programming languages are included in the Code Generation Benchmark Dataset?
The dataset typically includes various popular programming languages such as Python, Java, C++, etc., to test generation capabilities across different language environments.
How can the Code Generation Benchmark Dataset be used to enhance model performance?
By using real programming instances from the dataset, models can improve code generation accuracy and diversity through learning patterns and solutions.
How does the Code Generation Benchmark Dataset assist the information technology industry?
The dataset offers a wealth of examples for developing and evaluating automated coding tools, thereby enhancing software development efficiency and quality.
Is the Code Generation Benchmark Dataset updated regularly?
Typically, the dataset is updated regularly with new programming challenges and language features to maintain its relevance and utility.

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Cite this Work

@dataset{Mobiusi2026,
  title={Code Generation Benchmark Dataset},
  author={MOBIUSI INC},
  year={2026},
  url={https://www.mobiusi.com/datasets/e4992ef4823435a23d0d533bf3a013a7?dataset_scene_id=19},
  urldate={2026-02-04},
  keywords={code generation, benchmark dataset, information technology},
  version={1.0}
}

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