Edit model card

delirium_roberta

This model is a fine-tuned version of allenai/biomed_roberta_base. It achieves the following results on the evaluation set:

  • Loss: 0.3709

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: 0.0005
  • train_batch_size: 32
  • eval_batch_size: 32
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • lr_scheduler_warmup_ratio: 0.1
  • lr_scheduler_warmup_steps: 100
  • training_steps: 4000

Training results

Training Loss Epoch Step Validation Loss
1.2088 0.4 100 0.8023
0.8075 0.8 200 0.7029
0.7404 1.2 300 0.6575
0.6826 1.6 400 0.6096
0.6578 2.0 500 0.5995
0.6525 2.4 600 0.5834
0.6223 2.8 700 0.5650
0.6 3.2 800 0.5464
0.5807 3.6 900 0.5312
0.5963 4.0 1000 0.5233
0.584 4.4 1100 0.5154
0.5508 4.8 1200 0.5049
0.5609 5.2 1300 0.4960
0.5397 5.6 1400 0.4851
0.5401 6.0 1500 0.4805
0.513 6.4 1600 0.4690
0.5247 6.8 1700 0.4647
0.5228 7.2 1800 0.4607
0.5142 7.6 1900 0.4534
0.5055 8.0 2000 0.4428
0.4942 8.4 2100 0.4338
0.4895 8.8 2200 0.4336
0.4874 9.2 2300 0.4221
0.4744 9.6 2400 0.4234
0.4743 10.0 2500 0.4139
0.4816 10.4 2600 0.4090
0.4733 10.8 2700 0.4077
0.4419 11.2 2800 0.4035
0.4552 11.6 2900 0.3989
0.4467 12.0 3000 0.3913
0.45 12.4 3100 0.3884
0.4551 12.8 3200 0.3864
0.4247 13.2 3300 0.3786
0.4432 13.6 3400 0.3874
0.4086 14.0 3500 0.3776
0.4308 14.4 3600 0.3711
0.4293 14.8 3700 0.3763
0.4235 15.2 3800 0.3733
0.4138 15.6 3900 0.3758
0.4156 16.0 4000 0.3709

Framework versions

  • Transformers 4.34.0
  • Pytorch 2.0.1+cu118
  • Datasets 2.14.5
  • Tokenizers 0.14.1
Downloads last month
4
Inference Examples
This model does not have enough activity to be deployed to Inference API (serverless) yet. Increase its social visibility and check back later, or deploy to Inference Endpoints (dedicated) instead.

Model tree for Zamoranesis/delirium_roberta

Finetuned
(10)
this model