setfit

We have hosted the application setfit in order to run this application in our online workstations with Wine or directly.

Quick description about setfit:

SetFit is an efficient and prompt-free framework for few-shot fine-tuning of Sentence Transformers. It achieves high accuracy with little labeled data - for instance, with only 8 labeled examples per class on the Customer Reviews sentiment dataset, SetFit is competitive with fine-tuning RoBERTa Large on the full training set of 3k examples.

Features:

• Few-shot learning for text classification
• Optimized for efficiency with minimal labeled data
• Uses contrastive learning for improved performance
• Compatible with Hugging Face Transformers
• Works with various sentence embedding models
• Supports rapid fine-tuning and inference

Programming Language: Python.
Categories: