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Permunda

Ganaraj

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ganarajpr

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reacted to OzTianlu's post with 🤗 3 days 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

liked a model 3 days ago

sarvamai/sarvam-30b

liked a model 6 days ago

BestWishYsh/Helios-Distilled

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Ganaraj 's models 4

Ganaraj/embeddinggemma-medical-ft

Sentence Similarity • 0.3B • Updated Nov 3, 2025 • 1

Ganaraj/rgveda-gemma-onnx

Updated Oct 31, 2025 • 5

Ganaraj/rgveda-embedding-gemma-gguf

0.3B • Updated Oct 29, 2025 • 6

Ganaraj/rgveda-embedding-gemma

Sentence Similarity • 0.3B • Updated Oct 27, 2025 • 1