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@ -9,18 +9,18 @@ For example,
   
| | Model | Weights | Trainable token | Trainable layers | Context length | Training acc | Training time | Validation acc | Test acc | CPU/GPU | | | Model | Weights | Trainable token | Trainable layers | Context length | Training acc | Test acc | Validation acc | Training time | CPU/GPU |
|----|--------------------|------------|-----------------|------------------|-------------------------|--------------|---------------|----------------|----------|---------| |----|--------------------|------------|-----------------|------------------|-------------------------|--------------|----------|----------------|---------------|---------|
| 1 | gpt2-small (124M) | pretrained | last | last_block | longest train ex. (120) | 96.63% | 0.39 min | 99.33% | 95.00% | V100 | | 1 | gpt2-small (124M) | pretrained | last | last_block | longest train ex. (120) | 96.63% | 95.00% | 99.33% | 0.39 min | V100 |
| 2 | gpt2-small (124M) | pretrained | first | last_block | longest train ex. (120) | 78.46% | 0.37 min | 80.54% | 75.00% | V100 | | 2 | gpt2-small (124M) | pretrained | first | last_block | longest train ex. (120) | 78.46% | 75.00% | 80.54% | 0.37 min | V100 |
| 3 | gpt2-small (124M) | pretrained | last | last_layer | longest train ex. (120) | 78.65% | 0.33 min | 79.87% | 72.00% | V100 | | 3 | gpt2-small (124M) | pretrained | last | last_layer | longest train ex. (120) | 78.65% | 72.00% | 79.87% | 0.33 min | V100 |
| 4 | gpt2-small (124M) | pretrained | last | all | longest train ex. (120) | 99.62% | 0.94 min | 96.64% | 96.67% | V100 | | 4 | gpt2-small (124M) | pretrained | last | all | longest train ex. (120) | 99.62% | 96.67% | 96.64% | 0.94 min | V100 |
| 5 | gpt2-medium (355M) | pretrained | last | last_block | longest train ex. (120) | 87.50% | 0.91 min | 91.28% | 84.67% | V100 | | 5 | gpt2-medium (355M) | pretrained | last | last_block | longest train ex. (120) | 87.50% | 84.67% | 91.28% | 0.91 min | V100 |
| 6 | gpt2-large (774M) | pretrained | last | last_block | longest train ex. (120) | 99.52% | 1.91 min | 98.66% | 96.67% | V100 | | 6 | gpt2-large (774M) | pretrained | last | last_block | longest train ex. (120) | 99.52% | 96.67% | 98.66% | 1.91 min | V100 |
| 7 | gpt2-xl (1558M) | pretrained | last | last_block | longest train ex. (120) | 99.81% | 3.84 min | 99.33% | 98.33% | V100 | | 7 | gpt2-xl (1558M) | pretrained | last | last_block | longest train ex. (120) | 99.81% | 98.33% | 99.33% | 3.84 min | V100 |
| 8 | gpt2-small (124M) | random | last | all | longest train ex. (120) | 100% | 0.93 min | 96.64% | 93.67% | V100 | | 8 | gpt2-small (124M) | random | last | all | longest train ex. (120) | 100% | 93.67% | 96.64% | 0.93 min | V100 |
| 9 | gpt2-small (124M) | pretrained | last | LoRA | longest train ex. (120) | 99.52% | 0.82 min | 97.99% | 97.67% | V100 | | 9 | gpt2-small (124M) | pretrained | last | LoRA | longest train ex. (120) | 99.52% | 97.67% | 97.99% | 0.82 min | V100 |
| 10 | gpt2-small (124M) | pretrained | last | last_block | context length (1024) | 83.08% | 3.24 min | 87.92% | 78.33% | V100 | | 10 | gpt2-small (124M) | pretrained | last | last_block | context length (1024) | 83.08% | 78.33% | 87.92% | 3.24 min | V100 |