upvantage / modernbert-rem-prefix

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Model's Last Updated: August 14 2025
text-classification

Introduction of modernbert-rem-prefix

Model Details of modernbert-rem-prefix

modernbert-rem-prefix

This model is a fine-tuned version of answerdotai/ModernBERT-large on an unknown dataset. It achieves the following results on the evaluation set:

  • Loss: 0.4468
  • Accuracy: 0.8614
  • F1: 0.8616
  • Precision: 0.8619
  • Recall: 0.8614
  • F1 Class 0: 0.8290
  • Precision Class 0: 0.8216
  • Recall Class 0: 0.8365
  • F1 Class 1: 0.8982
  • Precision Class 1: 0.9058
  • Recall Class 1: 0.8907
  • F1 Class 2: 0.8592
  • Precision Class 2: 0.8602
  • Recall Class 2: 0.8582
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: 8e-06
  • train_batch_size: 128
  • eval_batch_size: 128
  • seed: 42
  • distributed_type: multi-GPU
  • num_devices: 8
  • total_train_batch_size: 1024
  • total_eval_batch_size: 1024
  • 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
  • lr_scheduler_warmup_ratio: 0.1
  • num_epochs: 1
  • label_smoothing_factor: 0.05
Training results
Training Loss Epoch Step Validation Loss Accuracy F1 Precision Recall F1 Class 0 Precision Class 0 Recall Class 0 F1 Class 1 Precision Class 1 Recall Class 1 F1 Class 2 Precision Class 2 Recall Class 2
3.5561 1.0 29521 0.4468 0.8614 0.8616 0.8619 0.8614 0.8290 0.8216 0.8365 0.8982 0.9058 0.8907 0.8592 0.8602 0.8582
Framework versions
  • Transformers 4.55.1
  • Pytorch 2.8.0+cu128
  • Datasets 4.0.0
  • Tokenizers 0.21.4

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

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https://huggingface.co/upvantage/modernbert-rem-prefix

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https://huggingface.co/upvantage/modernbert-rem-prefix

modernbert-rem-prefix install

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

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