token-embeddings

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#token-embeddings

Embeddings Are Overpriced? A Frozen 16 MB Vocabulary for Small and Ternary Language Models

arXiv cs.CL ↗ · 2026-10-19 Cached

This preprint argues that learned embedding tables dominate small language models' size and shows a frozen 16 MB vocabulary of 512-bit codes can match or beat trained tables on benchmarks, enabling a 46 MB BitNet ternary model with 5-6x faster CPU inference at a seventh of the memory.

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#token-embeddings

Interactive map of GPT-2's token embedding space - tap any token and explore [P]

Reddit r/artificial ↗ · 2026-07-19 Cached

An interactive map of GPT-2's token embedding space that lets users tap any token to explore its embeddings.

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