dtorber / bertweet-base

huggingface.co
Total runs: 5
24-hour runs: -1
7-day runs: 2
30-day runs: 0
Model's Last Updated: May 15 2024
text-classification

Introduction of bertweet-base

Model Details of bertweet-base

bertweet-base

This model is a fine-tuned version of vinai/bertweet-base on the None dataset. It achieves the following results on the evaluation set:

  • Loss: 0.6796
  • F1 Macro: 0.8476
  • F1: 0.8811
  • F1 Neg: 0.8141
  • Acc: 0.855
  • Prec: 0.9267
  • Recall: 0.8398
  • Mcc: 0.7020
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: 8
  • eval_batch_size: 8
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • num_epochs: 5
  • mixed_precision_training: Native AMP
Training results
Training Loss Epoch Step Validation Loss F1 Macro F1 F1 Neg Acc Prec Recall Mcc
0.6221 1.0 1161 0.5233 0.7216 0.8315 0.6116 0.765 0.7682 0.9062 0.4689
0.4332 2.0 2322 0.4843 0.7862 0.8680 0.7045 0.8175 0.8081 0.9375 0.5946
0.3714 3.0 3483 0.5872 0.8405 0.8963 0.7846 0.86 0.8521 0.9453 0.6914
0.2856 4.0 4644 0.5511 0.8589 0.8984 0.8194 0.87 0.8984 0.8984 0.7179
0.2199 5.0 5805 0.6796 0.8476 0.8811 0.8141 0.855 0.9267 0.8398 0.7020
Framework versions
  • Transformers 4.40.1
  • Pytorch 2.3.0+cu121
  • Datasets 2.18.0
  • Tokenizers 0.19.1

Runs of dtorber bertweet-base on huggingface.co

5
Total runs
-1
24-hour runs
-1
3-day runs
2
7-day runs
0
30-day runs

More Information About bertweet-base huggingface.co Model

bertweet-base huggingface.co

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

bertweet-base huggingface.co Url

https://huggingface.co/dtorber/bertweet-base

dtorber bertweet-base online free

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

dtorber bertweet-base online free url in huggingface.co:

https://huggingface.co/dtorber/bertweet-base

bertweet-base install

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

bertweet-base install url in huggingface.co:

https://huggingface.co/dtorber/bertweet-base

Url of bertweet-base

bertweet-base huggingface.co Url

Provider of bertweet-base huggingface.co

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Updated:May 15 2024