Google Inc.

Le Hou

Quoc V Le

Dengyong Zhou

Ed Huai-Hsin Chi

David J Bieber

Aakanksha Chowdhery

Augustus Quadrozzi Odena

Jacob Austin

Maarten Paul Bosma

David Martin Dohan

Jason Weng Wei

Dale Eric Schuurmans

Anders Johan Andreassen

Xuezhi Wang

Henryk Michalewski

Aitor Lewkowycz

Nathanael Schärli

Maxwell Nye

Sharan Narang

Nathan Scales

Olivier Jean Andrè Bousquet

Charles Aloysius Sutton

Guy Gur-Ari Krakover

Jiageng Luan

An example technique for image analysis is provided. An example image analysis method includes obtaining an instructive sequence descriptive of an instructive query, an instructive response, and an instructive trace of intermediate states from the instructive query to the instructive response. The example image analysis method includes inputting, to a machine-learned model, the instructive sequence and an operative image processing query that comprises image data, wherein the machine-learned model is configured to process the operative query with attention over the instructive sequence. The example method can include generating, using the machine-learned model and responsive to the operative query, an operative image processing response that comprises an analysis of the image data.

Image analysis by prompting of machine-learned models using chain of thought

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Le Hou