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miniCOIL is a contextualized per-word embedding model. It generates extremely small embeddings (8dim or even 4dim) while still preserving the word's context for each word in a sentence.
GitHub
https://github.com/qdrant/miniCOIL
HuggingFace
https://huggingface.co/Qdrant/minicoil-v1