tabrag-xai-imputer

by Arthur Dantas Mangussi · indexed from pypi

Retrieval-Augmented Generation for Missing Data Imputation in Tabular Data

TabRAG-XAI-Imputer is a novel imputation framework that combines the structural awareness of correlation-weighted retrieval with the generative capabilities of Large Language Models (LLMs). Rather than relying solely on statistical distance (like KNN) or parametric knowledge (like zero-shot LLMs), TabRAG-Imputer retrieves the most relevant complete records from your dataset and feeds them as grounded context to an LLM, enabling accurate, dataset-specific imputation.

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curl -X POST / -H 'content-type: application/json' -d '{ ... }'

Capabilities

llmragairetrievalexplainability

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