flan-t5-xl-absa-rest

Shakhovak/flan-t5-xl-absa-rest

flan-t5-xl-absa-rest 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.

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

Downloads · 30 days

Access

Public

Updated Apr 9, 2024

Repo size

379 MB

Likes

Public

Hugging Face

Repo makeup

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.bin37.9 MB · 94%

At a glance

Access: Public
Created: Mar 21, 2024
Updated: Apr 9, 2024
SHA: 33723f69

Base models

ybelkada/flan-t5-xl-sharded-bf16

Model card

From the Hugging Face model README

flan-t5-xl-absa-rest

This model is a fine-tuned version of ybelkada/flan-t5-xl-sharded-bf16 on an unknown dataset. It achieves the following results on the evaluation set:

Loss: 0.1480

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: 12

Training results

Training Loss	Epoch	Step	Validation Loss
3.6478	0.9	200	0.9703
0.5623	1.8	400	0.2571
0.3339	2.7	600	0.2022
0.2858	3.6	800	0.1855
0.2566	4.5	1000	0.1839
0.2327	5.41	1200	0.1727
0.2158	6.31	1400	0.1580
0.2133	7.21	1600	0.1506
0.194	8.11	1800	0.1547
0.1933	9.01	2000	0.1496
0.1898	9.91	2200	0.1491
0.1823	10.81	2400	0.1499
0.1725	11.71	2600	0.1480

Framework versions

Transformers 4.38.2
Pytorch 2.2.1+cu121
Datasets 2.18.0
Tokenizers 0.15.2

Created: Mar 21, 2024
Updated: Apr 9, 2024