Google Research proposes the Agile Deliberation framework

Nov 5

1. 02:09

   Google ResearchFirst-party

   Agile Deliberation: How Google Research Uses AI to Help Humans Clarify the Gray Areas of Subjective Classification

   Google Research proposes the Agile Deliberation framework, which turns the construction of subjective image classifiers into an iterative dialogue between humans and LLMs: users first break down subcategories and exclusions, then the VLM proactively selects semantically borderline images, and the feedback enters an automatic prompt optimization loop. The team validated this in 18 real-human experiments of 1.5 hours each; the process reduced user fatigue and anxiety, and the resulting classifiers outperformed standard baselines. The code and algorithms are open-sourced on GitHub.

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