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README.md

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 AIDE is an LLM agent that generates solutions for machine learning tasks just from natural language descriptions of the task.
-AIDE is the state-of-the-art agent on OpenAI's [MLE-bench](arxiv.org/pdf/2410.07095), a benchmark composed of 75 Kaggle machine learning tasks, where we achieved four times more medals compared to the runner-up agent architecture.
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+AIDE is the state-of-the-art agent on OpenAI's [MLE-bench](https://arxiv.org/pdf/2410.07095), a benchmark composed of 75 Kaggle machine learning tasks, where we achieved four times more medals compared to the runner-up agent architecture.
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 In our own benchmark composed of over 60 Kaggle data science competitions, AIDE demonstrated impressive performance, surpassing 50% of Kaggle participants on average (see our [technical report](https://www.weco.ai/blog/technical-report) for details).
 More specifically, AIDE has the following features: