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Typed decisions from a frozen language model and a small physics engine: calibrated probabilities, conformal sets, 73k context, images.

★ 1036 forksPythonApache-2.0NandhaKishorM

Python library for typed choices, scores, and boolean decisions using local frozen language models. It provides calibrated probabilities, conformal answer sets, abstention, image input, and support for 73k-token contexts.

Use Cases

Email and support-ticket routingCustomer churn predictionIntent classificationDocument classification from text or imagesSentiment and emotion classificationLong-document decision extraction

Built With

Language
Python
Frameworks
PyTorch · Transformers · Hugging Face Hub

Tags

typed decisions · local inference · classification · calibrated probabilities · conformal prediction · abstention · long context · multimodal · fine-tuning · frozen language model