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
Commit History
22 days ago
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Lead with abstention: it is what makes this different
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Surface under zero-shot-classification with complete metadata
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23 days ago
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write rope_theta so transformers 4 reads the right RoPE base
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Tokenizer config that transformers 4 can load
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