Robert Boschgmbh

Carnegie Mellon University

Hariharan Manikandan

Filipe J Cabrita Condessa

Wan-Yi Lin

Jeremy Zieg Kolter

Chen Qiu

Yiding Jiang

A computer-implemented method includes converting tabular data to a text representation, generating metadata associated with the text representation of the tabular data, outputting one or more natural language data descriptions indicative of the tabular data in response to utilizing a large language model (LLM) and zero-shot prompting of the metadata and text representation of the tabular data, outputting one or more summaries utilizing the LLM and appending a prompt on the one or more natural language data descriptions, selecting a single summary of the one or more summaries in response to the single summary having a smallest validation rate, receiving a query associated with the tabular data, outputting one or more predictions associated with the query, and in response to meeting a convergence threshold with the one or more predictions generated from the one or more iterations, output a final prediction associated with the query.

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Pittsburgh, PA, United States of America

Hariharan Manikandan