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deberta-v3-large-irony

Elron / deberta-v3-large-irony

Run on huggingface.co
huggingface.co
Total runs: 13
24-hour runs: -1
7-day runs: -19
30-day runs: -38
Model's Last Updated: June 22 2022
text-classification

Introduction of deberta-v3-large-irony

Model Details of deberta-v3-large-irony

deberta-v3-large-irony

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: 8e-06
  • train_batch_size: 16
  • eval_batch_size: 16
  • seed: 42
  • gradient_accumulation_steps: 2
  • total_train_batch_size: 32
  • 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
0.6478 1.12 100 0.5890 0.7529
0.5013 2.25 200 0.5873 0.7707
0.388 3.37 300 0.6993 0.7602
0.3169 4.49 400 0.6773 0.7874
0.2693 5.61 500 0.7172 0.7707
0.2396 6.74 600 0.7397 0.7801
0.2284 7.86 700 0.8096 0.7550
0.2207 8.98 800 0.7827 0.7654
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-irony on huggingface.co

13
Total runs
-1
24-hour runs
-1
3-day runs
-19
7-day runs
-38
30-day runs

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

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

https://choosealicense.com/licenses/mit

deberta-v3-large-irony huggingface.co

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

deberta-v3-large-irony huggingface.co Url

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

Elron deberta-v3-large-irony online free

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

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

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

deberta-v3-large-irony install

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

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

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

Url of deberta-v3-large-irony

deberta-v3-large-irony huggingface.co Url

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

Elron
ORGANIZATIONS
huggingface.co

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