procedure
The AutoKnow system performs data imputation by extracting attribute-value pairs from product data using a taxonomy-aware tagging approach that leverages Conditional Random Fields (CRF) combined with multi-task learning and a shared BiLSTM to train sequence tagging and product type categorization.

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