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DL-Project/
hatespeech_ast

Name: hatespeech_ast
Rating: 2.5 (16 reviews)

transformers

safetensors

audio-spectrogram-transformer

audio-classification

generated_from_trainer

MIT/ast-finetuned-audioset-10-10-0.4593

finetune

bsd-3-clause

endpoints_compatible

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hatespeech_ast

This model is a fine-tuned version of MIT/ast-finetuned-audioset-10-10-0.4593 on an unknown dataset. It achieves the following results on the evaluation set:

Loss: 0.6306
Accuracy: 0.6486
Recall: 0.8368
Precision: 0.6136
F1: 0.7080

And the following results on the test set:

Loss: 0.6441
Accuracy: 0.6318
Recall: 0.8191
Precision: 0.6001
F1: 0.6927

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: 3e-05
train_batch_size: 16
eval_batch_size: 16
seed: 42
gradient_accumulation_steps: 2
total_train_batch_size: 32
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
lr_scheduler_warmup_ratio: 0.1
num_epochs: 10
mixed_precision_training: Native AMP

Training results

Training Loss	Epoch	Step	Validation Loss	Accuracy	Recall	Precision	F1
0.753	1.0	310	0.6793	0.5559	0.2258	0.6968	0.3411
0.6598	2.0	620	0.6447	0.6265	0.7575	0.6066	0.6737
0.6374	3.0	930	0.6306	0.6486	0.8368	0.6136	0.7080
0.5586	4.0	1240	0.7678	0.6091	0.9144	0.5727	0.7043
0.4008	5.0	1550	0.8134	0.6212	0.5515	0.6511	0.5972
0.2072	6.0	1860	1.0746	0.6265	0.7448	0.6088	0.6700
0.0904	7.0	2170	2.0297	0.6273	0.6878	0.6209	0.6526
0.0203	8.0	2480	3.0627	0.6236	0.6307	0.6302	0.6305
0.0244	9.0	2790	3.2017	0.6297	0.7013	0.6206	0.6585
0.0	10.0	3100	3.2659	0.6313	0.6331	0.6392	0.6361

Framework versions

Transformers 4.40.2
Pytorch 2.3.0+cu121
Datasets 2.3.2
Tokenizers 0.19.1

DL-Project/hatespeech_ast

hatespeech_ast

Model description

Intended uses & limitations

Training and evaluation data

Training procedure

Training hyperparameters

Training results

Framework versions

DL-Project/
hatespeech_ast