English | [LibriSpeech Model](http://cloud.dlnel.org/filepub/?uuid=17404caf-cf19-492f-9707-1fad07c19aae) | [LibriSpeech Dataset](http://www.openslr.org/12/) | 960 h
English | [Internal English Model](to-be-added) | Baidu English Dataset | 8000 h
English | [Internal English Model](to-be-added) | Baidu English Dataset | 8628 h
Mandarin | [Aishell Model](http://cloud.dlnel.org/filepub/?uuid=6c83b9d8-3255-4adf-9726-0fe0be3d0274) | [Aishell Dataset](http://www.openslr.org/33/) | 151 h
[English LM (Median)](http://paddlepaddle.bj.bcebos.com/model_zoo/speech/common_crawl_00.prune01111.trie.klm) | To Be Added | Word-based | 8.3 GB | To Be Added
[English LM (Big)](to-be-added) | To Be Added | Word-based | X.X GB | To Be Added
[Mandarin LM (Median)](http://cloud.dlnel.org/filepub/?uuid=d21861e4-4ed6-45bb-ad8e-ae417a43195e) | To Be Added | Character-based | 2.8 GB | To Be Added
[Mandarin LM (Big)](to-be-added) | To Be Added | Character-based | X.X GB | To Be Added
[English LM](http://paddlepaddle.bj.bcebos.com/model_zoo/speech/common_crawl_00.prune01111.trie.klm) | To Be Added | Word-based | 8.3 GB | To Be Added
[Mandarin LM](http://cloud.dlnel.org/filepub/?uuid=d21861e4-4ed6-45bb-ad8e-ae417a43195e) | To Be Added | Character-based | 2.8 GB | To Be Added
## Experiments and Benchmarks
#### English Model Evaluation (Word Error Rate)
Test Set | LibriSpeech Model | Internal English Model
We compare the training time with 1, 2, 4, 8, 16 Tesla K40m GPUs (with a subset of LibriSpeech samples whose audio durations are between 6.0 and 7.0 seconds). And it shows that a **near-linear** acceleration with multiple GPUs has been achieved. In the following figure, the time (in seconds) used for training is plotted on the blue bars.
We compare the training time with 1, 2, 4, 8, 16 Tesla K40m GPUs (with a subset of LibriSpeech samples whose audio durations are between 6.0 and 7.0 seconds). And it shows that a **near-linear** acceleration with multiple GPUs has been achieved. In the following figure, the time (in seconds) cost for training is printed on the blue bars.