System Reproducibility Details (Section 5)
=======================================================

Model Version: UBC-NLP/MARBERT (commit: 88e1fa192dd723cf0b3563500aec46209762eb22)

Hyperparameters:
  learning_rate: 2e-05
  batch_size_per_device: 16
  gradient_accumulation_steps: 1
  epochs: 3
  seed: 3
  data_seed: 3
  warmup_ratio: 0.1
  lr_scheduler_type: SchedulerType.COSINE
  weight_decay: 0.01
  label_smoothing_factor: 0.05
  fp16: True
  max_length: 256

Environment:
  python: 3.12.12
  os: Linux-6.6.105+-x86_64-with-glibc2.35
  torch: 2.8.0+cu126
  transformers: 4.57.1
  cuda: 12.6
  gpu: Tesla P100-PCIE-16GB, 15.9 GB


nvidia-smi:
Wed Jan 14 01:25:34 2026       
+-----------------------------------------------------------------------------------------+
| NVIDIA-SMI 570.172.08             Driver Version: 570.172.08     CUDA Version: 12.8     |
|-----------------------------------------+------------------------+----------------------+
| GPU  Name                 Persistence-M | Bus-Id          Disp.A | Volatile Uncorr. ECC |
| Fan  Temp   Perf          Pwr:Usage/Cap |           Memory-Usage | GPU-Util  Compute M. |
|                                         |                        |               MIG M. |
|=========================================+========================+======================|
|   0  Tesla P100-PCIE-16GB           Off |   00000000:00:04.0 Off |                    0 |
| N/A   39C    P0             32W /  250W |    4273MiB /  16384MiB |      0%      Default |
|                                         |                        |                  N/A |
+-----------------------------------------+------------------------+----------------------+
                                                                                         
+-----------------------------------------------------------------------------------------+
| Processes:                                                                              |
|  GPU   GI   CI              PID   Type   Process name                        GPU Memory |
|        ID   ID                                                               Usage      |
|=========================================================================================|
+-----------------------------------------------------------------------------------------+
