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deberta-v3-large-hate

Elron / deberta-v3-large-hate

Run on huggingface.co
huggingface.co
Total runs: 14
24-hour runs: 0
7-day runs: 0
30-day runs: 8
Model's Last Updated: June 22 2022
text-classification

Introduction of deberta-v3-large-hate

Model Details of deberta-v3-large-hate

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
Training results
Training Loss Epoch Step Validation Loss Accuracy
0.6362 0.18 100 0.5481 0.7197
0.4264 0.36 200 0.4550 0.8008
0.4174 0.53 300 0.4524 0.7868
0.4197 0.71 400 0.4586 0.7918
0.3819 0.89 500 0.4368 0.8078
0.3558 1.07 600 0.4525 0.8068
0.2982 1.24 700 0.4999 0.7928
0.2885 1.42 800 0.5129 0.8108
0.253 1.6 900 0.5873 0.8208
0.3354 1.78 1000 0.4244 0.8178
0.3083 1.95 1100 0.4853 0.8058
0.2301 2.13 1200 0.7209 0.8018
0.2167 2.31 1300 0.8090 0.7778
0.1863 2.49 1400 0.6812 0.8038
0.2181 2.66 1500 0.6958 0.8138
0.2159 2.84 1600 0.6315 0.8118
0.1828 3.02 1700 0.7173 0.8138
0.1287 3.2 1800 0.9081 0.8018
0.1711 3.37 1900 0.8858 0.8068
0.1598 3.55 2000 0.7878 0.8028
0.1467 3.73 2100 0.9003 0.7948
0.127 3.91 2200 0.9066 0.8048
0.1134 4.09 2300 0.9646 0.8118
0.1017 4.26 2400 0.9778 0.8048
0.085 4.44 2500 1.0529 0.8088
0.0996 4.62 2600 1.0082 0.8058
0.1054 4.8 2700 0.9698 0.8108
0.1375 4.97 2800 0.9334 0.8048
0.0487 5.15 2900 1.1273 0.8108
0.0611 5.33 3000 1.1528 0.8058
0.0668 5.51 3100 1.0148 0.8118
0.0582 5.68 3200 1.1333 0.8108
0.0869 5.86 3300 1.0607 0.8088
0.0623 6.04 3400 1.1880 0.8068
0.0317 6.22 3500 1.2836 0.8008
0.0546 6.39 3600 1.2148 0.8058
0.0486 6.57 3700 1.3348 0.8008
0.0332 6.75 3800 1.3734 0.8018
0.051 6.93 3900 1.2966 0.7978
0.0217 7.1 4000 1.3853 0.8048
0.0109 7.28 4100 1.4803 0.8068
0.0345 7.46 4200 1.4906 0.7998
0.0365 7.64 4300 1.4347 0.8028
0.0265 7.82 4400 1.3977 0.8128
0.0257 7.99 4500 1.3705 0.8108
0.0036 8.17 4600 1.4353 0.8168
0.0269 8.35 4700 1.4826 0.8068
0.0231 8.53 4800 1.4811 0.8118
0.0204 8.7 4900 1.5245 0.8028
0.0263 8.88 5000 1.5123 0.8018
0.0138 9.06 5100 1.5113 0.8028
0.0089 9.24 5200 1.5846 0.7978
0.029 9.41 5300 1.5362 0.8008
0.0058 9.59 5400 1.5759 0.8018
0.0084 9.77 5500 1.5679 0.8018
0.0065 9.95 5600 1.5683 0.8028
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-hate on huggingface.co

14
Total runs
0
24-hour runs
0
3-day runs
0
7-day runs
8
30-day runs

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

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

https://choosealicense.com/licenses/mit

deberta-v3-large-hate huggingface.co

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

deberta-v3-large-hate huggingface.co Url

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

Elron deberta-v3-large-hate online free

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

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

deberta-v3-large-hate install

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

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

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

Url of deberta-v3-large-hate

deberta-v3-large-hate huggingface.co Url

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

Elron
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