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blogMeta Engineering·19 Oct 20264.4
GenRecs Tokenization: Transforming Ads Recommendation at Meta with Stable Model Vocabulary
Meta builds a stable token vocabulary for ads so its generative recommenders can reason over ad content without ID churn.
recommender-systems embeddings ads-systems
paperarXiv (systems, data, ML)·23 Oct 20264.1
Low-Bit N-Gram Embeddings for Language Models
Quantizes n-gram embedding tables in open LLMs to low bits.
quantization embeddings
paperarXiv (systems, data, ML)·22 Oct 20264.1
Extreme Compression of Per-Layer Embeddings via Cross-Layer Latent Vector Quantization
Compresses per-layer embeddings with cross-layer latent vector quantization.
quantization embeddings