ML Research Wiki / Benchmarks / Speech Recognition / TIMIT

TIMIT

Speech Recognition Benchmark

Performance Over Time

📊 Showing 20 results | 📏 Metric: Percentage error

Top Performing Models

Rank Model Paper Percentage error Date Code
1 LSNN Long short-term memory and learning-to-learn in networks of spiking neurons 33.20 2018-03-26 📦 norse/norse 📦 IGITUGraz/LSNN-official
2 LAS multitask with indicators sampling Attention model for articulatory features detection 20.40 2019-07-02 📦 sciforce/phones-las
3 Soft Monotonic Attention (ours, offline) Online and Linear-Time Attention by Enforcing Monotonic Alignments 20.10 2017-04-03 📦 craffel/mad 📦 keonlee9420/Stepwise_Monotonic_Multihead_Attention
4 QCNN-10L-256FM Quaternion Convolutional Neural Networks for End-to-End Automatic Speech Recognition 19.64 2018-06-20 📦 Riccardo-Vecchi/Pytorch-Quaternion-Neural-Networks
5 Bi-LSTM + skip connections w/ CTC Speech Recognition with Deep Recurrent Neural Networks 17.70 2013-03-22 📦 HawkAaron/warp-transducer 📦 1ytic/warp-rnnt 📦 sooftware/OpenSpeech 📦 jeremyrchow/text-generation-kaggle 📦 kahnchana/RNN
6 Bi-RNN + Attention Attention-Based Models for Speech Recognition 17.60 2015-06-24 📦 Alexander-H-Liu/End-to-end-ASR-Pytorch 📦 sooftware/End-to-end-Speech-Recognition 📦 sooftware/nlp-attentions
7 RNN-CRF on 24(x3) MFSC Segmental Recurrent Neural Networks for End-to-end Speech Recognition 17.30 2016-03-01 -
8 Light Gated Recurrent Units Light Gated Recurrent Units for Speech Recognition 16.70 2018-03-26 📦 mravanelli/theano-kaldi-rnn
9 GRU The PyTorch-Kaldi Speech Recognition Toolkit 16.60 2018-11-19 📦 mravanelli/pytorch-kaldi 📦 wponghiran/imp-snns-for-sl 📦 xpz123/pytorch-kaldi
10 RNN The PyTorch-Kaldi Speech Recognition Toolkit 16.50 2018-11-19 📦 mravanelli/pytorch-kaldi 📦 wponghiran/imp-snns-for-sl 📦 xpz123/pytorch-kaldi

All Papers (20)