Amazon Prime Video

Research at the intersection of language and structured data

Anchit Jhingan · Sr. Scientist

About the project

Prime SeQueL explores how natural-language questions can be translated into SQL for relational databases. Working with structured data often requires understanding unfamiliar tables, relationships, and business questions. The project focuses on this interface between language and data, with an emphasis on accurate query generation.

BIRD-SQL evaluation

Independently evaluated by the BIRD team on 1,789 held-out test questions.

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77.81%

Execution accuracy

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78.82%

Soft F1

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70.88

R-VES

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Single Trained Model track · Results received November 5, 2026

About the researcher

Prime SeQueL is a research project by Anchit Jhingan, a Scientist at Amazon Prime Video.

Anchit Jhingan Sr. Scientist · Amazon Prime Video

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