Meta Uses Stable Semantic Tokens to Improve Ad Recommendations

Published 20 October 2026

GenRecs Tokenization replaces per-item IDs with compact semantic token sequences, helping Meta’s recommendation models generalize to new ads, products, and pages. Combined with GEM and the Adaptive Ranking Model, the system delivered a 0.35% conversion lift in internal production measurements.