distilroberta-newsapi121k-phrase5k

judy93536/distilroberta-newsapi121k-phrase5k

distilroberta-newsapi121k-phrase5k is a text classification model from judy93536. Use it when you need a label for a piece of text. 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: Text Classification
Library: transformers
License: apache-2.0
Model type: roberta
Access: Public
Created: Nov 10, 2023
Updated: Nov 10, 2023
SHA: 4d06c697

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Base models

judy93536/distilroberta-newsapi121k

Model card

From the Hugging Face model README

distilroberta-newsapi121k-phrase5k

This model is a fine-tuned version of judy93536/distilroberta-newsapi121k on an unknown dataset. It achieves the following results on the evaluation set:

Loss: 0.1848
Accuracy: 0.9379

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: 8.103335054745316e-06
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: 0.28
num_epochs: 3
mixed_precision_training: Native AMP

Training results

Training Loss	Epoch	Step	Validation Loss	Accuracy
No log	1.0	125	0.5800	0.7568
No log	2.0	250	0.2335	0.9219
No log	3.0	375	0.1848	0.9379

Framework versions

Transformers 4.35.0
Pytorch 2.1.0+cu118
Datasets 2.14.6
Tokenizers 0.14.1

Task: Text Classification
Library: transformers
Type: roberta
License: apache-2.0
Created: Nov 10, 2023
Updated: Nov 10, 2023