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metadata
language:
  - en
widget:
  - text: >-
      did abraham lincoln write the letter in saving private ryan <sep> In the
      1998 war film Saving Private Ryan, General George Marshall (played by
      Harve Presnell) reads the Bixby letter to his officers before giving the
      order to find and send home Private James Francis Ryan after Ryan's three
      brothers died in battle.
    example_title: Bool QA
license: apache-2.0
base_model: bert-base-uncased
tags:
  - generated_from_trainer
datasets:
  - google/boolq
metrics:
  - accuracy
model-index:
  - name: Bert Base Uncased Boolean Question Answer model
    results:
      - task:
          name: Text Classification
          type: text-classification
        dataset:
          name: boolq
          type: google/boolq
        metrics:
          - name: Accuracy
            type: accuracy
            value: 0.7149847094801223

Bert Base Uncased Boolean Question Answer model

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

  • Loss: 0.1993
  • Accuracy: 0.7150

Model description

  • Model type: Text Classification model
  • Language(s) (NLP): English
  • License: Apache 2.0

Intended uses & limitations

More information needed

Training and evaluation data

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

  • learning_rate: 2e-05
  • train_batch_size: 16
  • eval_batch_size: 16
  • seed: 42
  • gradient_accumulation_steps: 4
  • total_train_batch_size: 64
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • num_epochs: 4

Training results

Training Loss Epoch Step Validation Loss Accuracy
0.2317 0.9966 147 0.2198 0.6569
0.2 2.0 295 0.2002 0.6960
0.1741 2.9966 442 0.1968 0.7122
0.1469 3.9864 588 0.1993 0.7150

Framework versions

  • Transformers 4.40.0
  • Pytorch 2.2.2+cu121
  • Datasets 2.19.0
  • Tokenizers 0.19.1