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Danielle Cohen

Google Research

Dr. Danielle Cohen has experience leading global teams at Amazon and Google and conducts academic research on neurodiverse executive success.

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Yoni HalpernEngineer
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Small Models, Big Results: Achieving Superior Intent Extraction Through Decomposition
Google ResearchresearchpositiveJan 23, 2026

Small multimodal models using a decomposed two-stage approach (screen summarization then intent extraction) achieve comparable performance to significantly larger LLMs for understanding user intent from UI interactions while enabling on-device processing.

“Author of "Small Models, Big Results: Achieving Superior Intent Extraction Through Decomposition" in Google Research”

Multimodal AIAI AgentsFoundation ModelsNLP