nickmuchi / setfit-model-financial-classification

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Total runs: 1
24-hour runs: 0
7-day runs: 0
30-day runs: 0
Model's Last Updated: June 08 2023
text-classification

Introduction of setfit-model-financial-classification

Model Details of setfit-model-financial-classification

nickmuchi/setfit-model-financial-classification

This is a SetFit model that can be used for text classification. The model has been trained using an efficient few-shot learning technique that involves:

  1. Fine-tuning a Sentence Transformer with contrastive learning.
  2. Training a classification head with features from the fine-tuned Sentence Transformer.
Usage

To use this model for inference, first install the SetFit library:

python -m pip install setfit

You can then run inference as follows:

from setfit import SetFitModel

# Download from Hub and run inference
model = SetFitModel.from_pretrained("nickmuchi/setfit-model-financial-classification")
# Run inference
preds = model(["i loved the spiderman movie!", "pineapple on pizza is the worst 🤮"])
BibTeX entry and citation info
@article{https://doi.org/10.48550/arxiv.2209.11055,
doi = {10.48550/ARXIV.2209.11055},
url = {https://arxiv.org/abs/2209.11055},
author = {Tunstall, Lewis and Reimers, Nils and Jo, Unso Eun Seo and Bates, Luke and Korat, Daniel and Wasserblat, Moshe and Pereg, Oren},
keywords = {Computation and Language (cs.CL), FOS: Computer and information sciences, FOS: Computer and information sciences},
title = {Efficient Few-Shot Learning Without Prompts},
publisher = {arXiv},
year = {2022},
copyright = {Creative Commons Attribution 4.0 International}
}

Runs of nickmuchi setfit-model-financial-classification on huggingface.co

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setfit-model-financial-classification huggingface.co is an AI model on huggingface.co that provides setfit-model-financial-classification's model effect (), which can be used instantly with this nickmuchi setfit-model-financial-classification model. huggingface.co supports a free trial of the setfit-model-financial-classification model, and also provides paid use of the setfit-model-financial-classification. Support call setfit-model-financial-classification model through api, including Node.js, Python, http.

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setfit-model-financial-classification install

setfit-model-financial-classification is an open source model from GitHub that offers a free installation service, and any user can find setfit-model-financial-classification on GitHub to install. At the same time, huggingface.co provides the effect of setfit-model-financial-classification install, users can directly use setfit-model-financial-classification installed effect in huggingface.co for debugging and trial. It also supports api for free installation.

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