flan-t5-base-absa-joint

Shakhovak/flan-t5-base-absa-joint

flan-t5-base-absa-joint is a machine learning model from Shakhovak. Use it for the machine learning task on the model card, and read the license before you ship it in a product. 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

Library: transformers
License: apache-2.0
Model type: t5
Access: Public
Created: Mar 12, 2024
Updated: Mar 19, 2024
SHA: 25de72f5

Base models

google/flan-t5-base

Model card

From the Hugging Face model README

flan-t5-base-absa-joint

This model is a fine-tuned version of google/flan-t5-base on the None dataset. It achieves the following results on the evaluation set:

Loss: 0.2287

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: 5e-05
train_batch_size: 16
eval_batch_size: 16
seed: 42
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
lr_scheduler_warmup_ratio: 0.1
num_epochs: 4

Training results

Training Loss	Epoch	Step	Validation Loss
1.8317	0.47	200	0.3644
0.4202	0.95	400	0.2779
0.3202	1.42	600	0.2573
0.3065	1.9	800	0.2419
0.2454	2.37	1000	0.2372
0.25	2.84	1200	0.2266
0.2105	3.32	1400	0.2366
0.2109	3.79	1600	0.2287

Framework versions

Transformers 4.38.2
Pytorch 2.2.1+cu121
Datasets 2.18.0
Tokenizers 0.15.2

Library: transformers
Type: t5
License: apache-2.0
Created: Mar 12, 2024
Updated: Mar 19, 2024