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metadata
language:
  - en
tags:
  - formality
licenses:
  - cc-by-nc-sa

Model Overview

This is the model presented in the paper "Detecting Text Formality: A Study of Text Classification Approaches".

The original model is DeBERTa (large). Then, it was fine-tuned on the English corpus for fomality classiication GYAFC. In our experiments, the model showed the best results within Transformer-based models for the task. More details, code and data can be found here.

How to use

from transformers import AutoModelForSequenceClassification, AutoTokenizer
model_name = 'deberta-large-formality-ranker'
tokenizer = AutoTokenizer.from_pretrained(model_name)
model = AutoModelForSequenceClassification.from_pretrained(model_name)

Citation

TBD

Licensing Information

Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License.

CC BY-NC-SA 4.0