Zero-Shot Classification
Transformers
Safetensors
English
qwen3
text-generation
assay
decision-model
calibrated
conformal-prediction
text-classification
structured-output
text-generation-inference
Instructions to use Berk/assay-4b with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use Berk/assay-4b with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("zero-shot-classification", model="Berk/assay-4b")# pip install -U transformers accelerate # Load model directly from transformers import AutoTokenizer, AutoModelForCausalLM tokenizer = AutoTokenizer.from_pretrained("Berk/assay-4b") model = AutoModelForCausalLM.from_pretrained("Berk/assay-4b", device_map="auto") - Notebooks
- Google Colab
- Kaggle
Download eval-dev.json from Berk/assay-4b: direct link, hf CLI and curl.
- Browser
- Download file 23 kB
-
https://huggingface.co/Berk/assay-4b/resolve/main/eval-dev.json
- Command line
-
hf download hf://Berk/assay-4b/eval-dev.json
-
curl -L -o eval-dev.json https://huggingface.co/Berk/assay-4b/resolve/main/eval-dev.json
23 kB
Invalid JSON:Unexpected token 'N', ..."fidence": NaN,
"... is not valid JSON
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