You can deploy this model and start earning money today!

qmeeus/
whisper-small-multilingual-spoken-ner-end2end-lora-v2

Name: whisper-small-multilingual-spoken-ner-end2end-lora-v2
Availability: InStock

peft

safetensors

whisper

generated_from_trainer

Views

No views yet

WhisperForSpokenNER-end2end

This model is a fine-tuned version of openai/whisper-small on the facebook/voxpopuli de+es+fr+nl dataset. It achieves the following results on the evaluation set:

Loss: 0.3440
Combined Wer: 0.2231
F1 Score: 0.5368
Label F1: 0.6908
Wer: 0.1421

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: 1e-05
train_batch_size: 64
eval_batch_size: 64
seed: 42
gradient_accumulation_steps: 2
total_train_batch_size: 128
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: cosine
lr_scheduler_warmup_steps: 500
training_steps: 5000
mixed_precision_training: Native AMP

Training results

Training Loss	Epoch	Step	Validation Loss	Combined Wer	F1 Score	Label F1	Wer
1.1583	0.1	500	1.0361	0.3217	0.0746	0.1415	0.2067
0.4069	0.2	1000	0.4111	0.2203	0.4223	0.5940	0.1235
0.3708	0.3	1500	0.3768	0.2201	0.4609	0.6267	0.1295
0.3512	0.4	2000	0.3624	0.2223	0.5142	0.6835	0.1359
0.3411	0.5	2500	0.3543	0.2204	0.5225	0.6883	0.1374
0.3313	1.02	3000	0.3492	0.2235	0.5193	0.6808	0.1398
0.3252	1.12	3500	0.3459	0.2251	0.5333	0.6893	0.1436
0.3293	1.22	4000	0.3447	0.2237	0.5325	0.6860	0.1416
0.321	1.32	4500	0.3443	0.2238	0.5366	0.6905	0.1425
0.3223	1.42	5000	0.3440	0.2231	0.5368	0.6908	0.1421

Framework versions

PEFT 0.7.1.dev0
Transformers 4.37.0.dev0
Pytorch 2.1.0
Datasets 2.14.6
Tokenizers 0.14.1

qmeeus/whisper-small-multilingual-spoken-ner-end2end-lora-v2

WhisperForSpokenNER-end2end

Model description

Intended uses & limitations

Training and evaluation data

Training procedure

Training hyperparameters

Training results

Framework versions

qmeeus/
whisper-small-multilingual-spoken-ner-end2end-lora-v2