ml6team / xlm-roberta-base-nl-emoji-ner

huggingface.co
Total runs: 9
24-hour runs: 0
7-day runs: -4
30-day runs: -19
Model's Last Updated: April 20 2022
token-classification

Introduction of xlm-roberta-base-nl-emoji-ner

Model Details of xlm-roberta-base-nl-emoji-ner

Goal

This model can be used to add emoji to an input text.

To accomplish this, we framed the problem as a token-classification problem, predicting the emoji that should follow a certain word/token as an entity.

The accompanying demo, which includes all the pre- and postprocessing needed can be found here .

For the moment, this only works for Dutch texts.

Dataset

For this model, we scraped about 1000 unique tweets per emoji we support: ['😨', '😥', '😍', '😠', '🤯', '😄', '🍾', '🚗', '☕', '💰']

Which could look like this:

Wow 😍😍, what a cool car 🚗🚗!
Omg, I hate mondays 😠... I need a drink 🍾

After some processing, we can reposition this in a more known NER format:

Word Label
Wow B-😍
, O
what O
a O
cool O
car O
! B-🚗

Which can then be leveraged for training a token classification model.

Unfortunately, Terms of Service prohibit us from sharing the original dataset.

Training

The model was trained for 4 epochs.

Runs of ml6team xlm-roberta-base-nl-emoji-ner on huggingface.co

9
Total runs
0
24-hour runs
0
3-day runs
-4
7-day runs
-19
30-day runs

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https://huggingface.co/ml6team/xlm-roberta-base-nl-emoji-ner

ml6team xlm-roberta-base-nl-emoji-ner online free

xlm-roberta-base-nl-emoji-ner huggingface.co is an online trial and call api platform, which integrates xlm-roberta-base-nl-emoji-ner's modeling effects, including api services, and provides a free online trial of xlm-roberta-base-nl-emoji-ner, you can try xlm-roberta-base-nl-emoji-ner online for free by clicking the link below.

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https://huggingface.co/ml6team/xlm-roberta-base-nl-emoji-ner

xlm-roberta-base-nl-emoji-ner install

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

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https://huggingface.co/ml6team/xlm-roberta-base-nl-emoji-ner

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