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metadata
library_name: transformers
license: mit
base_model: avsolatorio/GIST-all-MiniLM-L6-v2
tags:
  - generated_from_trainer
model-index:
  - name: GIST-all-MiniLM-L6-v2-text-quality-v3
    results: []

GIST-all-MiniLM-L6-v2-text-quality-v3

This model is a fine-tuned version of avsolatorio/GIST-all-MiniLM-L6-v2 on an unknown dataset. It achieves the following results on the evaluation set:

  • Loss: 0.1572
  • Mse: 0.1572
  • Combined Score: 0.1572
  • Num Input Tokens Seen: 102398720

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: 5e-05
  • train_batch_size: 8
  • eval_batch_size: 8
  • seed: 42
  • optimizer: Use 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: 10.0

Training results

Training Loss Epoch Step Validation Loss Mse Combined Score Input Tokens Seen
0.1777 1.0 10000 0.2354 0.2354 0.2354 10239872
0.1389 2.0 20000 0.1572 0.1572 0.1572 20479744
0.1 3.0 30000 0.1961 0.1961 0.1961 30719616
0.0687 4.0 40000 0.1596 0.1596 0.1596 40959488
0.0559 5.0 50000 0.1757 0.1757 0.1757 51199360
0.0409 6.0 60000 0.1677 0.1677 0.1677 61439232
0.0319 7.0 70000 0.1852 0.1852 0.1852 71679104
0.0266 8.0 80000 0.1840 0.1840 0.1840 81918976
0.0202 9.0 90000 0.1724 0.1724 0.1724 92158848
0.0172 10.0 100000 0.1731 0.1731 0.1731 102398720

Framework versions

  • Transformers 4.51.3
  • Pytorch 2.6.0+cu124
  • Datasets 3.2.0
  • Tokenizers 0.21.0