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Permunda

Ganaraj

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ganarajpr

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liked a model 15 days ago

RuneXX/LTX-2.3-Workflows

liked a model 16 days ago

Skywork/Matrix-Game-3.0

reacted to OzTianlu's post with 🤗 about 1 month ago

We deleted the Embedding Layer -- INTRO Our Collins-Embedding-3M https://huggingface.co/NoesisLab/Collins-Embedding-3M Most "small" models are just giant vocab tables in a trench coat. Collins-3M changes that. By using 2-Universal Hashing and Chernoff-bound noise suppression, we’ve collapsed the embedding space into a fixed O(1) hash-map. * STSB: 0.7114 (Beating many 100M+ models) * Size: 3M (Edge-ready, IoT-ready) * Tech: Randomized Sign-Hashing + RoPE positional injection. Built by NoesisLab

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