Text Classification
Laya
ONNX
Transformers
Safetensors
PyTorch
English
nirnay
banking77
intent-classification
intent-detection
calibrated-decisions
calibration
decision-model
system-one
small-language-model
edge-ai
on-device
guardrails
triage
lora
rlcd
Eval Results (legacy)
Instructions to use eulogik/nirnay-450m with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Laya
How to use eulogik/nirnay-450m with Laya:
# No code snippets available yet for this library. # To use this model, check the repository files and the library's documentation. # Want to help? PRs adding snippets are welcome at: # https://github.com/huggingface/huggingface.js
- Transformers
How to use eulogik/nirnay-450m with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="eulogik/nirnay-450m")# pip install -U transformers accelerate # Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("eulogik/nirnay-450m", device_map="auto") - Notebooks
- Google Colab
- Kaggle
Commit History
18 days ago
-
merged: LoRA-folded encoder + parity meta (converter input)
Verified signature55b0be9 -
merged: LoRA-folded encoder + parity meta (converter input)
Verified signatureaf98665 -
card: ONNX shipped, GGUF in progress
Verified signaturef0eb6d7 -
onnx: phase_b export + parity report (37/37 argmax)
Verified signaturea7af1ed -
onnx: phase_b export + parity report (37/37 argmax)
Verified signature9bde173 -
onnx: phase_b export + parity report (37/37 argmax)
Verified signatured5f60bd
19 days ago
-
card: link live demo
Verified signature6773488 -
card: same-metric macro-F1 row (0.8785)
Verified signaturec40a64b
24 days ago
-
art: hero banner
Verified signatured44f3c1 -
card: hero, vs-table, concessions, centered figs
Verified signatureb76db7a -
fig: 4-way comparison with setup footnotes
Verified signature6091b21 -
card: Julia-1 row + $0-cloud line
Verified signature636f34c -
card: add Julia-1 comparison row
Verified signatureb7d95fa -
config.json: enable download tracking + arch metadata
Verified signature2abef4c -
card: base_model lineage, more tags, ECE metric
Verified signature8a12f45 -
Upload eval/banking77_phase_a.json with huggingface_hub
Verified signature1877848 -
Upload eval/banking77_phase_b.json with huggingface_hub
Verified signature1ea5bf7 -
Upload assets/architecture.png with huggingface_hub
Verified signature5863511 -
Upload assets/reliability.png with huggingface_hub
Verified signature006f47d -
Upload assets/training_stability.png with huggingface_hub
Verified signaturead7ff7c -
Upload assets/benchmark_banking77.png with huggingface_hub
Verified signaturee87c874 -
Upload phase_b.pt with huggingface_hub
Verified signature5bd6831 -
Upload README.md with huggingface_hub
Verified signature4ff853a -
initial commit
Verified signaturebc251ab