A Simple Zero-shot Prompt Weighting Technique to Improve Prompt Ensembling in Text-Image Models

no code implementations • 13 Feb 2023 • James Urquhart Allingham, Jie Ren, Michael W Dusenberry, Xiuye Gu, Yin Cui, Dustin Tran, Jeremiah Zhe Liu, Balaji Lakshminarayanan

In particular, we ask "Given a large pool of prompts, can we automatically score the prompts and ensemble those that are most suitable for a particular downstream dataset, without needing access to labeled validation data?".

Prompt Engineering Zero-Shot Learning