Google Research proposes Agile Deliberation framework
What happened
On 5 November 2026, Google Research proposed the Agile Deliberation framework for building subjective visual classifiers. The framework splits the building process into two stages: concept definition and concept iteration. A vision-language model (VLM) actively picks out images with ambiguous semantic boundaries, asks users to clarify their own definitions, and feeds their feedback into an automatic prompt optimisation loop. The report does not mention evaluation results, scope of application or future plans for the framework.
Written by AI from the reports · updated 3 h ago
Timeline
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- Google ResearchAgile Deliberation: How AI helps humans define the gray areas
Machine learning models learn to recognize the world around us from examples labeled by humans. Underlying this process is an assumption that the person doing the labeling has a clear and stable definition of the category in mind before they begin.
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