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deberta-v3-large-offensive

Elron / deberta-v3-large-offensive

Run on huggingface.co
huggingface.co
Total runs: 13
24-hour runs: -1
7-day runs: -6
30-day runs: -16
Model's Last Updated: June 22 2022
text-classification

Introduction of deberta-v3-large-offensive

Model Details of deberta-v3-large-offensive

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
  • 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
Training results
Training Loss Epoch Step Validation Loss Accuracy
0.6417 0.27 100 0.6283 0.6533
0.5105 0.54 200 0.4588 0.7915
0.4554 0.81 300 0.4500 0.7968
0.4212 1.08 400 0.4773 0.7938
0.4054 1.34 500 0.4311 0.7983
0.3922 1.61 600 0.4588 0.7998
0.3776 1.88 700 0.4367 0.8066
0.3535 2.15 800 0.4675 0.8074
0.33 2.42 900 0.4874 0.8021
0.3113 2.69 1000 0.4949 0.8044
0.3203 2.96 1100 0.4550 0.8059
0.248 3.23 1200 0.4858 0.8036
0.2478 3.49 1300 0.5299 0.8029
0.2371 3.76 1400 0.5013 0.7991
0.2388 4.03 1500 0.5520 0.8021
0.1744 4.3 1600 0.6687 0.7915
0.1788 4.57 1700 0.7560 0.7689
0.1652 4.84 1800 0.6985 0.7832
0.1596 5.11 1900 0.7191 0.7915
0.1214 5.38 2000 0.9097 0.7893
0.1432 5.64 2100 0.9184 0.7787
0.1145 5.91 2200 0.9620 0.7878
0.1069 6.18 2300 0.9489 0.7893
0.1012 6.45 2400 1.0107 0.7817
0.0942 6.72 2500 1.0021 0.7885
0.087 6.99 2600 1.1090 0.7915
0.0598 7.26 2700 1.1735 0.7795
0.0742 7.53 2800 1.1433 0.7817
0.073 7.79 2900 1.1343 0.7953
0.0553 8.06 3000 1.2258 0.7840
0.0474 8.33 3100 1.2461 0.7817
0.0515 8.6 3200 1.2996 0.7825
0.0551 8.87 3300 1.2819 0.7855
0.0541 9.14 3400 1.2808 0.7855
0.0465 9.41 3500 1.3398 0.7817
0.0407 9.68 3600 1.3231 0.7825
0.0343 9.94 3700 1.3330 0.7825
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-offensive on huggingface.co

13
Total runs
-1
24-hour runs
-1
3-day runs
-6
7-day runs
-16
30-day runs

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

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

https://choosealicense.com/licenses/mit

deberta-v3-large-offensive huggingface.co

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

deberta-v3-large-offensive huggingface.co Url

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

Elron deberta-v3-large-offensive online free

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

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

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

deberta-v3-large-offensive install

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

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

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

Url of deberta-v3-large-offensive

deberta-v3-large-offensive huggingface.co Url

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

Elron
ORGANIZATIONS
huggingface.co

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