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xlm-roberta-base-cefr-all-classifier

UniversalCEFR / xlm-roberta-base-cefr-all-classifier

Run on huggingface.co
huggingface.co
Total runs: 246
24-hour runs: 0
7-day runs: 9
30-day runs: 158
Model's Last Updated: April 22 2025
text-classification

Introduction of xlm-roberta-base-cefr-all-classifier

Model Details of xlm-roberta-base-cefr-all-classifier

xlm-roberta-base-cefr-all-classifier

This model is a fine-tuned version of FacebookAI/xlm-roberta-base on an unknown dataset. It achieves the following results on the evaluation set:

  • Loss: 0.1171
  • F1: 0.9529
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: 3.6e-05
  • train_batch_size: 2
  • eval_batch_size: 3
  • seed: 42
  • gradient_accumulation_steps: 16
  • total_train_batch_size: 32
  • optimizer: Use adamw_torch_fused with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
  • lr_scheduler_type: linear
  • lr_scheduler_warmup_ratio: 0.1
  • num_epochs: 3
  • mixed_precision_training: Native AMP
Training results
Training Loss Epoch Step Validation Loss F1
0.1481 1.0 13623 0.1473 0.9416
0.1133 2.0 27246 0.1190 0.9486
0.0852 2.9998 40866 0.1171 0.9529
Framework versions
  • Transformers 4.51.0
  • Pytorch 2.5.1+cu121
  • Datasets 3.1.0
  • Tokenizers 0.21.0

Runs of UniversalCEFR xlm-roberta-base-cefr-all-classifier on huggingface.co

246
Total runs
0
24-hour runs
2
3-day runs
9
7-day runs
158
30-day runs

More Information About xlm-roberta-base-cefr-all-classifier huggingface.co Model

More xlm-roberta-base-cefr-all-classifier license Visit here:

https://choosealicense.com/licenses/mit

xlm-roberta-base-cefr-all-classifier huggingface.co

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

xlm-roberta-base-cefr-all-classifier huggingface.co Url

https://huggingface.co/UniversalCEFR/xlm-roberta-base-cefr-all-classifier

UniversalCEFR xlm-roberta-base-cefr-all-classifier online free

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

UniversalCEFR xlm-roberta-base-cefr-all-classifier online free url in huggingface.co:

https://huggingface.co/UniversalCEFR/xlm-roberta-base-cefr-all-classifier

xlm-roberta-base-cefr-all-classifier install

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

xlm-roberta-base-cefr-all-classifier install url in huggingface.co:

https://huggingface.co/UniversalCEFR/xlm-roberta-base-cefr-all-classifier

Url of xlm-roberta-base-cefr-all-classifier

xlm-roberta-base-cefr-all-classifier huggingface.co Url

Provider of xlm-roberta-base-cefr-all-classifier huggingface.co

UniversalCEFR
ORGANIZATIONS
huggingface.co

Other API from UniversalCEFR