Permunda's picture

Permunda

Ganaraj

·

ganarajpr

AI & ML interests

None yet

Recent Activity

reacted to OzTianlu's post with 🤗 7 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 7 days ago

sarvamai/sarvam-30b

liked a model 10 days ago

BestWishYsh/Helios-Distilled

View all activity

Organizations

Ganaraj 's datasets 1

Ganaraj/smrthi

Viewer • Updated Jun 11, 2025 • 190k • 109 • 1