Sew-d-small-100k-TIMIT Open-Source Automatic Speech Recognition Model - Accurately Recognize Speech with Low Word Error Rate

Sew D Small 100k Timit

Developed by patrickvonplaten

This model is an automatic speech recognition model fine-tuned from asapp/sew-d-small-100k on the TIMIT_ASR - NA dataset, achieving a word error rate of 0.8061 on the evaluation set.

Speech Recognition

Transformers

Open Source License:Apache-2.0 #Speech recognition fine-tuning #Low-resource optimization #TIMIT dataset

Downloads 16

Release Time : 3/2/2022

Model Overview

This is a model for automatic speech recognition (ASR), specifically optimized for the TIMIT_ASR dataset.

Model Features

Efficient fine-tuning

Fine-tuned on the TIMIT_ASR dataset based on the pre-trained sew-d-small-100k model

Optimized performance

Achieved a word error rate of 0.8061 on the TIMIT_ASR evaluation set

Lightweight

Small version model, suitable for resource-constrained environments

Model Capabilities

English speech recognition

Speech-to-text

Use Cases

Speech technology

Speech transcription

Convert English speech to text

Word error rate 0.8061

Voice command recognition

Recognize voice commands and convert them into executable commands

Training Loss	Epoch	Step	Validation Loss	Wer
4.2068	0.69	100	4.0802	1.0
2.9805	1.38	200	2.9792	1.0
2.9781	2.07	300	2.9408	1.0
2.9655	2.76	400	2.9143	1.0
2.8953	3.45	500	2.8775	1.0
2.7718	4.14	600	2.7787	1.0
2.6711	4.83	700	2.6401	0.9786
2.6403	5.52	800	2.5435	1.0392
2.4052	6.21	900	2.4580	1.0706
2.1708	6.9	1000	2.2800	1.0090
2.2555	7.59	1100	2.1493	0.9579
2.3673	8.28	1200	2.0709	0.9051
2.091	8.97	1300	2.0258	0.8926
1.8433	9.66	1400	1.9645	0.8243
1.6824	10.34	1500	1.9211	0.8707
2.2282	11.03	1600	1.8914	0.8695
1.9027	11.72	1700	1.8718	0.8343
1.6303	12.41	1800	1.8646	0.8232
1.648	13.1	1900	1.8297	0.8177
2.0429	13.79	2000	1.8127	0.8642
1.8833	14.48	2100	1.8005	0.8307
1.5996	15.17	2200	1.7926	0.8467
1.4876	15.86	2300	1.7795	0.8341
1.8925	16.55	2400	1.7716	0.8199
1.814	17.24	2500	1.7846	0.8086
1.536	17.93	2600	1.7655	0.8019
1.4476	18.62	2700	1.7599	0.8070
1.7629	19.31	2800	1.7589	0.8119
1.7646	20.0	2900	1.7541	0.8061

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Sew D Small 100k Timit

Model Overview

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🚀 sew-d-small-100k-timit

📚 Documentation

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Training and evaluation data

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