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license: mit
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license: mit
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---
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# DEVAI dataset
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<p align="center" width="100%">
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<img src="dataset_stats.png" align="center" width="70%"/>
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</p>
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**DEVAI** is a benchmark of 55 realistic AI development tasks. It consists of plentiful manual annotations, including a total of 365 hierarchical user requirements.
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This dataset enables rich reinforcement signals for better automated AI software development.
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Here is an example of our tasks.
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<p align="center" width="100%">
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<img src="task51.png" align="center" width="60%"/>
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</p>
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We apply three state-of-the-art automatic software development systems to DEVAI, namely MetaGPT, GPT-Piolt, and OpenHands. The table below shows preliminary statistics results.
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<p align="center" width="100%">
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<img src="developer_stats.png" align="center" width="60%"/>
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</p>
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We perform a manual evaluation to judge if each requirement is satisfied by the solution provided by the aforementioned systems.
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<p align="center" width="100%">
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<img src="human_evaluation.png" align="center" width="60%"/>
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</p>
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An automated evaluation program that could possibly replace manual evaluation can be found at our [Github realse](https://github.com/metauto-ai/Devai).
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Find more details in our [paper]().
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