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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Model tree for contemmcm/4de24ea8b35aba44c5dc2d0b64ab3b91
Base model
studio-ousia/luke-japanese-large