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deberta-v3-large-emotion

Elron / deberta-v3-large-emotion

Run on huggingface.co
huggingface.co
Total runs: 11
24-hour runs: 0
7-day runs: -1
30-day runs: -14
Model's Last Updated: June 22 2022
text-classification

Introduction of deberta-v3-large-emotion

Model Details of deberta-v3-large-emotion

deberta-v3-large-sentiment

This model is a fine-tuned version of microsoft/deberta-v3-large on an tweet_eval dataset.

Model description

Test set results:

Model Emotion Hate Irony Offensive Sentiment
deberta-v3-large 86.3 61.3 87.1 86.4 73.9
BERTweet 79.3 - 82.1 79.5 73.4
RoB-RT 79.5 52.3 61.7 80.5 69.3

source:papers_with_code

Intended uses & limitations

Classifying attributes of interest on tweeter like data.

Training and evaluation data

tweet_eval dataset.

Training procedure

Fine tuned and evaluated with run_glue.py

Training hyperparameters

The following hyperparameters were used during training:

  • learning_rate: 7e-06
  • train_batch_size: 16
  • eval_batch_size: 16
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • lr_scheduler_warmup_steps: 50
  • num_epochs: 10.0
  • label_smoothing_factor: 0.1
Training results
Training Loss Epoch Step Validation Loss Accuracy
1.2787 0.49 100 1.1127 0.4866
1.089 0.98 200 0.9668 0.7139
0.9134 1.47 300 0.8720 0.7834
0.8618 1.96 400 0.7726 0.7941
0.686 2.45 500 0.7337 0.8209
0.6333 2.94 600 0.7350 0.8235
0.5765 3.43 700 0.7561 0.8235
0.5502 3.92 800 0.7273 0.8476
0.5049 4.41 900 0.8137 0.8102
0.4695 4.9 1000 0.7581 0.8289
0.4657 5.39 1100 0.8404 0.8048
0.4549 5.88 1200 0.7800 0.8369
0.4305 6.37 1300 0.8575 0.8235
0.4209 6.86 1400 0.8572 0.8102
0.3983 7.35 1500 0.8392 0.8316
0.4139 7.84 1600 0.8152 0.8209
0.393 8.33 1700 0.8261 0.8289
0.3979 8.82 1800 0.8328 0.8235
0.3928 9.31 1900 0.8364 0.8209
0.3848 9.8 2000 0.8322 0.8235
Framework versions
  • Transformers 4.20.0.dev0
  • Pytorch 1.9.0
  • Datasets 2.2.2
  • Tokenizers 0.11.6

Runs of Elron deberta-v3-large-emotion on huggingface.co

11
Total runs
0
24-hour runs
-1
3-day runs
-1
7-day runs
-14
30-day runs

More Information About deberta-v3-large-emotion huggingface.co Model

More deberta-v3-large-emotion license Visit here:

https://choosealicense.com/licenses/mit

deberta-v3-large-emotion huggingface.co

deberta-v3-large-emotion huggingface.co is an AI model on huggingface.co that provides deberta-v3-large-emotion's model effect (), which can be used instantly with this Elron deberta-v3-large-emotion model. huggingface.co supports a free trial of the deberta-v3-large-emotion model, and also provides paid use of the deberta-v3-large-emotion. Support call deberta-v3-large-emotion model through api, including Node.js, Python, http.

deberta-v3-large-emotion huggingface.co Url

https://huggingface.co/Elron/deberta-v3-large-emotion

Elron deberta-v3-large-emotion online free

deberta-v3-large-emotion huggingface.co is an online trial and call api platform, which integrates deberta-v3-large-emotion's modeling effects, including api services, and provides a free online trial of deberta-v3-large-emotion, you can try deberta-v3-large-emotion online for free by clicking the link below.

Elron deberta-v3-large-emotion online free url in huggingface.co:

https://huggingface.co/Elron/deberta-v3-large-emotion

deberta-v3-large-emotion install

deberta-v3-large-emotion is an open source model from GitHub that offers a free installation service, and any user can find deberta-v3-large-emotion on GitHub to install. At the same time, huggingface.co provides the effect of deberta-v3-large-emotion install, users can directly use deberta-v3-large-emotion installed effect in huggingface.co for debugging and trial. It also supports api for free installation.

deberta-v3-large-emotion install url in huggingface.co:

https://huggingface.co/Elron/deberta-v3-large-emotion

Url of deberta-v3-large-emotion

deberta-v3-large-emotion huggingface.co Url

Provider of deberta-v3-large-emotion huggingface.co

Elron
ORGANIZATIONS
huggingface.co

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