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Arxiv

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Image Credit: Arxiv

Text embedding models can be great data engineers

  • Data engineering pipelines are crucial components of predictive analytics frameworks and require significant time and expertise.
  • ADEPT is introduced as an automated data engineering pipeline using text embeddings, aiming to simplify the process.
  • ADEPT leverages text embeddings for representing diverse data sources and employs an information bottleneck criteria to handle entropy variance.
  • Experiments demonstrate that ADEPT surpasses existing benchmarks across various datasets, showing potential for efficient and scalable automation in data science.

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