clinical_longformer_same_tokens_30k

lukasdrg/clinical_longformer_same_tokens_30k

clinical_longformer_same_tokens_30k is a fill-mask model from lukasdrg. Use it when you need the model to fill a missing word. It is set up for transformers. The card lists the license as apache-2.0.

should probably proofread and complete it, then remove this comment. --

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At a glance

Task: Fill-Mask
Library: transformers
License: apache-2.0
Model type: longformer
Access: Public
Created: Nov 5, 2023
Updated: Nov 5, 2023
SHA: 8c104fcb

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Base models

allenai/longformer-base-4096

Model card

From the Hugging Face model README

clinical_longformer_same_tokens_30k

This model is a fine-tuned version of allenai/longformer-base-4096 on the None dataset. It achieves the following results on the evaluation set:

Loss: 1.9398

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: 2e-05
train_batch_size: 2
eval_batch_size: 16
seed: 42
gradient_accumulation_steps: 64
total_train_batch_size: 128
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
lr_scheduler_warmup_steps: 1500
num_epochs: 1

Training results

Training Loss	Epoch	Step	Validation Loss
3.333	0.12	65	2.4872
2.6244	0.23	130	2.3902
2.6084	0.35	195	2.2913
2.4782	0.46	260	2.1766
2.4194	0.58	325	2.1188
2.1494	0.69	390	2.0529
2.1218	0.81	455	1.9691
2.0447	0.92	520	1.9398

Framework versions

Transformers 4.35.0
Pytorch 2.1.0+cu118
Datasets 2.14.6
Tokenizers 0.14.1

Task: Fill-Mask
Library: transformers
Type: longformer
License: apache-2.0
Created: Nov 5, 2023
Updated: Nov 5, 2023