CoolFace
Modelpublic

Elron/deberta-v3-large-irony

sourceHugging Facemitupdated 4y agoView on Hugging Face
1likes51downloads
Model Card

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:

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: 8e-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
  • labelsmoothingfactor: 0.1

Training results

Training LossEpochStepValidation LossAccuracy
0.64781.121000.58900.7529
0.50132.252000.58730.7707
0.3883.373000.69930.7602
0.31694.494000.67730.7874
0.26935.615000.71720.7707
0.23966.746000.73970.7801
0.22847.867000.80960.7550
0.22078.988000.78270.7654

Framework versions

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