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bert-base-multilingual-uncased-sentiment

A bert-base-multilingual-uncased model finetuned for sentiment analysis on product reviews in six languages: English, Dutch, German, French, Spanish and Italian.

Notes

bert-base-multilingual-uncased-sentiment

This a bert-base-multilingual-uncased model finetuned for sentiment analysis on product reviews in six languages: English, Dutch, German, French, Spanish and Italian. It predicts the sentiment of the review as a number of stars (between 1 and 5). This model is intended for direct use as a sentiment analysis model for product reviews in any of the six languages above, or for further finetuning on related sentiment analysis tasks.

Training data

Here is the number of product reviews we used for finetuning the model:

LanguageNumber of reviews
English150k
Dutch80k
German137k
French140k
Italian72k
Spanish50k

Accuracy

The finetuned model obtained the following accuracy on 5,000 held-out product reviews in each of the languages:

  • Accuracy (exact) is the exact match on the number of stars.
  • Accuracy (off-by-1) is the percentage of reviews where the number of stars the model predicts differs by a maximum of 1 from the number given by the human reviewer.
LanguageAccuracy (exact)Accuracy (off-by-1)
English67%95%
Dutch57%93%
German61%94%
French59%94%
Italian59%95%
Spanish58%95
  • ID
  • Name
    bert-base-multilingual-uncased-sentiment
  • Model Type ID
    Text Classifier
  • Description
    A bert-base-multilingual-uncased model finetuned for sentiment analysis on product reviews in six languages: English, Dutch, German, French, Spanish and Italian.
  • Last Updated
    Apr 08, 2024
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