4de24ea8b35aba44c5dc2d0b64ab3b91

This model is a fine-tuned version of studio-ousia/luke-japanese-large on the nyu-mll/glue [stsb] dataset. It achieves the following results on the evaluation set:

  • Loss: 0.8409
  • Data Size: 1.0
  • Epoch Runtime: 36.1938
  • Mse: 0.8413
  • Mae: 0.6921
  • R2: 0.6237

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
  • distributed_type: multi-GPU
  • num_devices: 4
  • total_train_batch_size: 32
  • total_eval_batch_size: 32
  • optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
  • lr_scheduler_type: constant
  • num_epochs: 50

Training results

Training Loss Epoch Step Validation Loss Data Size Epoch Runtime Mse Mae R2
No log 0 0 7.4942 0 2.9076 7.4954 2.3046 -2.3530
No log 1 179 4.1056 0.0078 3.3955 4.1062 1.6384 -0.8368
No log 2 358 2.5640 0.0156 4.1054 2.5647 1.3208 -0.1473
No log 3 537 2.1231 0.0312 5.2480 2.1237 1.2032 0.0500
No log 4 716 1.3738 0.0625 6.7700 1.3745 0.9977 0.3852
No log 5 895 0.9138 0.125 9.2196 0.9144 0.7876 0.5910
0.1006 6 1074 1.3311 0.25 13.9642 1.3317 0.9130 0.4043
1.0011 7 1253 0.9213 0.5 22.1370 0.9217 0.7425 0.5877
0.9789 8.0 1432 0.7959 1.0 39.4309 0.7963 0.6983 0.6438
0.7642 9.0 1611 0.8431 1.0 37.5616 0.8435 0.7024 0.6227
0.7721 10.0 1790 0.8151 1.0 37.8112 0.8155 0.7126 0.6352
0.6567 11.0 1969 0.7596 1.0 38.4025 0.7599 0.6666 0.6601
0.6572 12.0 2148 0.8945 1.0 37.9143 0.8948 0.7292 0.5997
0.5637 13.0 2327 0.7626 1.0 37.4460 0.7630 0.6806 0.6587
0.5114 14.0 2506 0.8281 1.0 37.3292 0.8284 0.6919 0.6294
0.4406 15.0 2685 0.8409 1.0 36.1938 0.8413 0.6921 0.6237

Framework versions

  • Transformers 4.57.0
  • Pytorch 2.8.0+cu128
  • Datasets 4.3.0
  • Tokenizers 0.22.1
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