Google Research releases Agile Deliberation to define subjective image classification criteriaMachine translation

Google Research has released Agile Deliberation, which uses labels and feedback on borderline images to build a readable definition that also serves as a prompt for a vision language classifier. Across 18 live sessions covering “paid to play” clickbait and “healthy food,” its F1 score averaged 10.5 points above zero-shot Gemini 2.5 Flash. The evaluation covered only two concepts, and recall fell in some cases. Code and a demo notebook are available; running the demo requires a Gemini API key.