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salohnana2018/POEMS-CAMELBERT-CA-RUN4-20-fullData

sourceHugging Faceapache-2.0updated 3y agoView on Hugging Face
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Model Card

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POEMS-CAMELBERT-CA-RUN4-20-fullData

This model is a fine-tuned version of CAMeL-Lab/bert-base-arabic-camelbert-ca on the None dataset. It achieves the following results on the evaluation set:

  • —Loss: 3.1172
  • —Accuracy: 0.6210
  • —F1: 0.6210
  • —Precision: 0.6210
  • —Recall: 0.6210

Model description

More information needed

Intended uses & limitations

More information needed

Training and evaluation data

More information needed

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

  • —learning_rate: 5e-05
  • —trainbatchsize: 32
  • —evalbatchsize: 32
  • —seed: 42
  • —optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • —lrschedulertype: linear
  • —num_epochs: 20

Training results

Training LossEpochStepValidation LossAccuracyF1PrecisionRecall
1.18041.05681.11030.50660.50660.50660.5066
0.97712.011360.99370.58470.58470.58470.5847
0.80573.017041.07510.58820.58820.58820.5882
0.64044.022721.10290.60110.60110.60110.6011
0.49565.028401.12220.60640.60640.60640.6064
0.37426.034081.27140.60770.60770.60770.6077
0.28817.039761.53370.59310.59310.59310.5931
0.21538.045441.61500.59840.59840.59840.5984
0.16639.051121.72460.60370.60370.60370.6037
0.126610.056802.07670.59840.59840.59840.5984
0.106411.062482.16900.61610.61610.61610.6161
0.089512.068162.47320.60680.60680.60680.6068
0.079413.073842.41530.60950.60950.60950.6095
0.055514.079522.87540.60370.60370.60370.6037
0.050215.085202.86730.61210.61210.61210.6121
0.038316.090882.98050.61390.61390.61390.6139
0.032917.096563.04020.61880.61880.61880.6188
0.023718.0102243.02250.62630.62630.62630.6263
0.017319.0107923.06290.62060.62060.62060.6206
0.016920.0113603.11720.62100.62100.62100.6210

Framework versions

  • —Transformers 4.38.2
  • —Pytorch 2.1.0+cu121
  • —Datasets 2.18.0
  • —Tokenizers 0.15.2