{"slug": "google-research-introduces-me-pois-a-mobility-informed-framework-that-adds-how-a", "title": "Google Research Introduces ME-POIs: A Mobility-Informed Framework that Adds “How a Place Is Used” to Text-Based POI Embeddings", "summary": "Google Research introduced ME-POIs, a mobility-informed framework that adds human movement patterns to text-based point-of-interest (POI) embeddings. In evaluations on Los Angeles and Houston mobility data, ME-POIs improved 34 of 35 model-task pairings in Los Angeles, achieving up to 81.9% relative F1 improvement on visit intent and a 24.7% reduction in mean absolute error on busyness prediction. A mobility-only variant outperformed Gemini text embeddings on price-level classification.", "body_md": "framework that folds aggregate human movement into text-based place embeddings. Language models describe what a place is; they miss how it is used. ME-POIs encodes each visit as a contextualized vector and aligns it with one learnable prototype per POI through contrastive learning, then transfers visit distributions from data-rich anchors to the long tail across three spatial scales. Across five map-enrichment tasks on Los Angeles and Houston mobility data, adding ME-POIs improved 34 of 35 model-task pairings in Los Angeles — up to 81.9% relative F1 on visit intent and a 24.7% MAE reduction on busyness. A mobility-only variant beat Gemini text embeddings on price-level classification.\n\nThe post [Google Research Introduces ME-POIs: A Mobility-Informed Framework that Adds “How a Place Is Used” to Text-Based POI Embeddings](https://www.marktechpost.com/2026/08/24/google-research-introduces-me-pois-a-mobility-informed-framework-that-adds-how-a-place-is-used-to-text-based-poi-embeddings/) appeared first on [MarkTechPost](https://www.marktechpost.com).", "url": "https://wpnews.pro/news/google-research-introduces-me-pois-a-mobility-informed-framework-that-adds-how-a", "canonical_source": "https://www.marktechpost.com/2026/08/24/google-research-introduces-me-pois-a-mobility-informed-framework-that-adds-how-a-place-is-used-to-text-based-poi-embeddings/", "published_at": "2026-08-24 13:56:59+00:00", "updated_at": "2026-08-24 14:15:35.216709+00:00", "lang": "en", "topics": ["machine-learning", "artificial-intelligence"], "entities": ["Google Research", "ME-POIs", "Gemini", "Los Angeles", "Houston", "MarkTechPost"], "alternates": {"html": "https://wpnews.pro/news/google-research-introduces-me-pois-a-mobility-informed-framework-that-adds-how-a", "markdown": "https://wpnews.pro/news/google-research-introduces-me-pois-a-mobility-informed-framework-that-adds-how-a.md", "text": "https://wpnews.pro/news/google-research-introduces-me-pois-a-mobility-informed-framework-that-adds-how-a.txt", "jsonld": "https://wpnews.pro/news/google-research-introduces-me-pois-a-mobility-informed-framework-that-adds-how-a.jsonld"}}