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Model's Last Updated: April 02 2025
text-classification

Introduction of absa

Model Details of absa

absa

This model is a fine-tuned version of bert-base-uncased on an unknown dataset. It achieves the following results on the evaluation set:

  • Loss: 1.0417
  • Accuracy: 0.8779
  • F1: 0.7493
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: 2e-05
  • train_batch_size: 32
  • eval_batch_size: 32
  • seed: 42
  • optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
  • lr_scheduler_type: linear
  • num_epochs: 50
Training results
Training Loss Epoch Step Validation Loss Accuracy F1
0.4543 1.0 298 0.3298 0.8707 0.6817
0.2805 2.0 596 0.3210 0.8798 0.7341
0.208 3.0 894 0.3442 0.8841 0.7757
0.167 4.0 1192 0.3991 0.8841 0.7528
0.131 5.0 1490 0.4410 0.8798 0.7546
0.1039 6.0 1788 0.5180 0.8784 0.7626
0.0863 7.0 2086 0.5390 0.8793 0.7588
0.073 8.0 2384 0.5781 0.8702 0.7600
0.0651 9.0 2682 0.5738 0.875 0.7503
0.0535 10.0 2980 0.5999 0.8755 0.7501
0.0389 11.0 3278 0.6803 0.8760 0.7553
0.0385 12.0 3576 0.7202 0.8836 0.7301
0.0388 13.0 3874 0.7378 0.8774 0.7323
0.0324 14.0 4172 0.8089 0.8740 0.7334
0.0278 15.0 4470 0.7891 0.8769 0.7540
0.0224 16.0 4768 0.8061 0.8740 0.7448
0.022 17.0 5066 0.8205 0.8716 0.7492
0.0208 18.0 5364 0.7715 0.8716 0.7271
0.0184 19.0 5662 0.8142 0.8803 0.7440
0.0173 20.0 5960 0.8908 0.8764 0.7480
0.0149 21.0 6258 0.8814 0.8731 0.7427
0.0145 22.0 6556 0.8972 0.8784 0.7416
0.0161 23.0 6854 0.8861 0.8736 0.7395
0.0164 24.0 7152 0.9344 0.8736 0.7498
0.0168 25.0 7450 0.9008 0.8740 0.7466
0.0147 26.0 7748 0.9498 0.8769 0.7456
0.0124 27.0 8046 0.9168 0.8712 0.7254
0.0128 28.0 8344 0.9192 0.8774 0.7362
0.0138 29.0 8642 0.9745 0.8788 0.7612
0.0125 30.0 8940 0.9276 0.8784 0.7455
0.0118 31.0 9238 1.0205 0.8707 0.7552
0.0123 32.0 9536 0.9628 0.8764 0.7486
0.0139 33.0 9834 1.0042 0.8745 0.7541
0.0126 34.0 10132 0.9834 0.8760 0.7461
0.013 35.0 10430 0.9986 0.8769 0.7450
0.0134 36.0 10728 0.9907 0.8788 0.7490
0.0135 37.0 11026 1.0038 0.8736 0.7458
0.0121 38.0 11324 1.0175 0.8740 0.7476
0.0122 39.0 11622 1.0053 0.8755 0.7499
0.0112 40.0 11920 1.0120 0.8784 0.7467
0.0115 41.0 12218 1.0084 0.8764 0.7448
0.0129 42.0 12516 1.0021 0.8798 0.7491
0.0107 43.0 12814 1.0105 0.8784 0.7476
0.0108 44.0 13112 1.0131 0.8774 0.7454
0.0114 45.0 13410 1.0363 0.875 0.7504
0.0115 46.0 13708 1.0333 0.8798 0.7553
0.0106 47.0 14006 1.0297 0.8788 0.7500
0.0102 48.0 14304 1.0378 0.8779 0.7494
0.01 49.0 14602 1.0414 0.8769 0.7469
0.0107 50.0 14900 1.0417 0.8779 0.7493
Framework versions
  • Transformers 4.50.2
  • Pytorch 2.6.0+cu124
  • Datasets 3.5.0
  • Tokenizers 0.21.1

Runs of hai2131 absa on huggingface.co

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More Information About absa huggingface.co Model

absa huggingface.co

absa huggingface.co is an AI model on huggingface.co that provides absa's model effect (), which can be used instantly with this hai2131 absa model. huggingface.co supports a free trial of the absa model, and also provides paid use of the absa. Support call absa model through api, including Node.js, Python, http.

hai2131 absa online free

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

hai2131 absa online free url in huggingface.co:

https://huggingface.co/hai2131/absa

absa install

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

absa install url in huggingface.co:

https://huggingface.co/hai2131/absa

Url of absa

Provider of absa huggingface.co

hai2131
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