flan-t5-xl-twitter-sentiment-analysis-lora

thainq107/flan-t5-xl-twitter-sentiment-analysis-lora

flan-t5-xl-twitter-sentiment-analysis-lora is a machine learning model from thainq107. Use it for the machine learning task on the model card, and read the license before you ship it in a product. The card lists the license as apache-2.0.

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

Downloads · 30 days

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Public

Updated Sep 24, 2023

Repo size

114 GB

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Public

Hugging Face

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.bin11.4 GB · 100%

At a glance

License: apache-2.0
Access: Public
Created: Sep 23, 2023
Updated: Sep 24, 2023
SHA: 0df4e4d5

Model card

From the Hugging Face model README

flan-t5-xl-twitter-sentiment-analysis-lora

This model is a fine-tuned version of google/flan-t5-xl on an unknown dataset. It achieves the following results on the evaluation set:

Loss: 0.1619
Accuracy: 0.8859

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: 8
eval_batch_size: 8
seed: 42
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
num_epochs: 10.0

Training results

Training Loss	Epoch	Step	Validation Loss	Accuracy
0.1546	1.0	14999	0.1402	0.8833
0.1539	2.0	29998	0.1364	0.8872
0.1393	3.0	44997	0.1374	0.8886
0.1392	4.0	59996	0.1396	0.8874
0.1299	5.0	74995	0.1437	0.8897
0.1315	6.0	89994	0.1476	0.8874
0.1287	7.0	104993	0.1499	0.8897
0.1188	8.0	119992	0.1525	0.8884
0.1172	9.0	134991	0.1523	0.8900
0.1131	10.0	149990	0.1554	0.8906

Framework versions

Transformers 4.27.1
Pytorch 2.0.1
Datasets 2.9.0
Tokenizers 0.13.3

License: apache-2.0
Created: Sep 23, 2023
Updated: Sep 24, 2023