gustavecortal / roberta_emo

huggingface.co
Total runs: 14
24-hour runs: -1
7-day runs: -2
30-day runs: 10
Model's Last Updated: January 26 2023
text-classification

Introduction of roberta_emo

Model Details of roberta_emo

roberta_emo

This model is a fine-tuned version of ibm/ColD-Fusion on an unknown dataset.

Model description

More information needed

Intended uses & limitations

More information needed

Training and evaluation data

More information needed

Training procedure
Training hyperparameters

The following hyperparameters were used during training:

  • learning_rate: 5e-05
  • train_batch_size: 8
  • eval_batch_size: 8
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • lr_scheduler_warmup_ratio: 0.1
  • num_epochs: 1.0
Framework versions
  • Transformers 4.25.1
  • Pytorch 1.13.1
  • Datasets 2.8.0
  • Tokenizers 0.13.2
Model Recycling

Evaluation on 36 datasets using gustavecortal/roberta_emo as a base model yields average score of 78.47 in comparison to 76.22 by roberta-base.

The model is ranked 2nd among all tested models for the roberta-base architecture as of 18/01/2023 Results:

20_newsgroup ag_news amazon_reviews_multi anli boolq cb cola copa dbpedia esnli financial_phrasebank imdb isear mnli mrpc multirc poem_sentiment qnli qqp rotten_tomatoes rte sst2 sst_5bins stsb trec_coarse trec_fine tweet_ev_emoji tweet_ev_emotion tweet_ev_hate tweet_ev_irony tweet_ev_offensive tweet_ev_sentiment wic wnli wsc yahoo_answers
85.8205 90.2333 66.08 52.1563 81.6208 89.2857 83.4132 71 77.5 90.6963 86.1 93.776 73.0117 86.8186 88.2353 64.0677 88.4615 92.8794 90.9523 91.3696 83.3935 95.7569 57.4661 91.5106 97.2 91.2 45.994 82.4771 52.4916 75.6378 86.6279 70.8727 68.4953 46.4789 63.4615 72.2667

For more information, see: Model Recycling

Runs of gustavecortal roberta_emo on huggingface.co

14
Total runs
-1
24-hour runs
-3
3-day runs
-2
7-day runs
10
30-day runs

More Information About roberta_emo huggingface.co Model

More roberta_emo license Visit here:

https://choosealicense.com/licenses/mit

roberta_emo huggingface.co

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

gustavecortal roberta_emo online free

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

gustavecortal roberta_emo online free url in huggingface.co:

https://huggingface.co/gustavecortal/roberta_emo

roberta_emo install

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

roberta_emo install url in huggingface.co:

https://huggingface.co/gustavecortal/roberta_emo

Url of roberta_emo

Provider of roberta_emo huggingface.co

gustavecortal
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