jerichosiahaya/Naluri-561M-encoder
Zero-Shot Classification • 0.6B • Updated • 83
Naluri
Small multilingual System One decision encoders: typed questions in, calibrated probabilities out, one forward pass.
Note XLM-RoBERTa large. Best of the family: System One Bench 64.9, 14 ms/question.
jerichosiahaya/Naluri-561M-jev-distilled
Zero-Shot Classification • 0.6B • Updated • 53Note Naluri-561M + one epoch with Jev-labelled questions (black-box distillation, ~$1.35 of API credit)
jerichosiahaya/Naluri-308M-encoder
Zero-Shot Classification • 0.3B • Updated • 69Note mmBERT-base. System One Bench 61.0, 9 ms/question.
jerichosiahaya/Naluri-279M-encoder
Zero-Shot Classification • 0.3B • Updated • 63Note XLM-RoBERTa base. Bench 50.4 (main) / 58.0 (m9 branch), 5 ms/question.
Naluri Demo
ðŸ§1Typed decisions in your browser, no server needed
Note Try it in your browser: ONNX, no server.