CoolFace
Modelpublic

Elron/deberta-v3-large-offensive

sourceHugging Facemitupdated 4y agoView on Hugging Face
0likes30downloads
Model Card

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:

ModelEmotionHateIronyOffensiveSentiment
deberta-v3-large86.361.387.186.473.9
BERTweet79.3-82.179.573.4
RoB-RT79.552.361.780.569.3

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
  • trainbatchsize: 16
  • evalbatchsize: 16
  • seed: 42
  • gradientaccumulationsteps: 2
  • totaltrainbatch_size: 32
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lrschedulertype: linear
  • lrschedulerwarmup_steps: 50
  • num_epochs: 10.0

Training results

Training LossEpochStepValidation LossAccuracy
0.64170.271000.62830.6533
0.51050.542000.45880.7915
0.45540.813000.45000.7968
0.42121.084000.47730.7938
0.40541.345000.43110.7983
0.39221.616000.45880.7998
0.37761.887000.43670.8066
0.35352.158000.46750.8074
0.332.429000.48740.8021
0.31132.6910000.49490.8044
0.32032.9611000.45500.8059
0.2483.2312000.48580.8036
0.24783.4913000.52990.8029
0.23713.7614000.50130.7991
0.23884.0315000.55200.8021
0.17444.316000.66870.7915
0.17884.5717000.75600.7689
0.16524.8418000.69850.7832
0.15965.1119000.71910.7915
0.12145.3820000.90970.7893
0.14325.6421000.91840.7787
0.11455.9122000.96200.7878
0.10696.1823000.94890.7893
0.10126.4524001.01070.7817
0.09426.7225001.00210.7885
0.0876.9926001.10900.7915
0.05987.2627001.17350.7795
0.07427.5328001.14330.7817
0.0737.7929001.13430.7953
0.05538.0630001.22580.7840
0.04748.3331001.24610.7817
0.05158.632001.29960.7825
0.05518.8733001.28190.7855
0.05419.1434001.28080.7855
0.04659.4135001.33980.7817
0.04079.6836001.32310.7825
0.03439.9437001.33300.7825

Framework versions

  • Transformers 4.20.0.dev0
  • Pytorch 1.9.0
  • Datasets 2.2.2
  • Tokenizers 0.11.6