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[ML] Deprecate the text_expansion task type and replace with sparse_embeddingΒ #119576

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@davidkyle

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The ELSER model and other sparse embedding models are configured in the ML trained models API with task type text_expansion. sparse_embedding is now the preferred way to describe the model task. The text_expansion query associated with the text_expansion task type is already deprecated and replaced by the sparse_vector query, similarly the task type should be updated to sparse_embedding.

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