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camembert-twitter-emoji
Jessy3ric/camembert-twitter-emoji
camembert-twitter-emoji is a text classification model from Jessy3ric. Use it when you need a label for a piece of text. It is set up for transformers.
This is a Camembert-base model trained on a corpus of 50K french tweets.
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At a glance
- Task
- Text Classification
- Library
- transformers
- Model type
- camembert
- Access
- Public
- Created
- Jan 5, 2023
- Updated
- Jan 9, 2023
- SHA
- efe7bf0a
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Datasets
Model card
From the Hugging Face model README
CamemBERT-base for sentiment analysis on tweets
This is a Camembert-base model trained on a corpus of 50K french tweets.
- Git Repo containing the dataset and the code (scraping & training) : Git
The model can predict which of the 25 emojis it has been trained with suits the best on a given sentence / tweet. The 25 emojis are the 25 most frequent in the dataset.
We've succeeded to obtain a 32% accuracy on a small amount of tweets.
Note: We've also decided to keep the emojis in their demojized versions because some emojis could be seen as two (ex : 👍🏿)
Loading the model
from transformers import AutoModelForSequenceClassification, AutoTokenizer, TFAutoModelForSequenceClassification
MODEL = f"Jessy3ric/camembert-twitter-emoji"
tokenizer = AutoTokenizer.from_pretrained(MODEL)
model = AutoModelForSequenceClassification.from_pretrained(MODEL)
model.save_pretrained(MODEL)
- Task
- Text Classification
- Library
- transformers
- Type
- camembert
- Languages
- fr
- Created
- Jan 5, 2023
- Updated
- Jan 9, 2023