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docs: Add Magneto methods
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roquelopez committed Jan 15, 2025
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Expand Up @@ -15,6 +15,18 @@ To see how to use these methods, please refer to the documentation of :py:func:`
* - Method
- Class
- Description
* - ``magneto_zs_bp``
- :class:`~bdikit.schema_matching.topk.magneto.Magneto`
- | Uses a zero-shot small language model as retriever with the bipartite algorithm as reranker in Magneto.
* - ``magneto_ft_bp``
- :class:`~bdikit.schema_matching.topk.magneto.MagnetoFT`
- | Uses a fine-tuned small language model as retriever with the bipartite algorithm as reranker in Magneto.
* - ``magneto_zs_llm``
- :class:`~bdikit.schema_matching.topk.magneto.MagnetoGPT`
- | Uses a zero-shot small language model as retriever with a large language model as reranker in Magneto.
* - ``magneto_ft_llm``
- :class:`~bdikit.schema_matching.topk.magneto.MagnetoFTGPT`
- | Uses a fine-tuned small language model as retriever with a large language model as reranker in Magneto.
* - ``ct_learning``
- :class:`~bdikit.schema_matching.one2one.contrastivelearning.ContrastiveLearningSchemaMatcher`
- | Uses a contrastive (CT) learning model to learn embeddings for columns and retrieves the best match most similar columns using the cosine similarity between the column embeddings.
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