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Automatic Speech Recognition on AISHELL-1 (test)

3.1CER

O_cp

Updated 3d ago

Evaluation Results

Method
O_cp 2023.09	3.1	-	-	-	-	-	-	-	-
SE-WSBO 2022.07	4.05	-	-	-	-	-	-	-	-
Neural Transducer 2023.01	4.1	-	-	-	-	-	-	-	-
CIF + HKD 2023.01	4.1	-	-	-	-	-	-	-	-
O_nb 2023.09	4.1	-	-	-	-	-	-	-	-
Neural Transducer+LFMMI 2022.07	4.18	-	-	-	-	-	-	-	-
CIF + HKD 2023.01	4.2	-	-	-	-	-	-	-	-
Base-WSBO 2022.07	4.22	-	-	-	-	-	-	-	-
K2 2022.07	4.26	-	-	-	-	-	-	-	-
Base-WSBO+Softmax 2022.07	4.28	-	-	-	-	-	-	-	-
Zipformer-L 2023.10	4.28	-	-	-	-	-	-	-	-
SE-WSBO 2022.07	4.29	-	-	-	-	-	-	-	-
Icefall 2023.01	4.3	-	-	-	-	-	-	-	-
WeNet 2022.07	4.36	-	-	-	-	-	-	-	-
Branchformer 2023.01	4.4	-	-	-	-	-	-	-	-
WeNet 2023.01	4.4	-	-	-	-	-	-	-	-
CIF + LRD 2023.01	4.4	-	-	-	-	-	-	-	-
Zipformer-M 2023.10	4.4	-	-	-	-	-	-	-	-
Branchformer 2023.10	4.43	-	-	-	-	-	-	-	-
Base-WSBO 2022.07	4.48	-	-	-	-	-	-	-	-
CIF + LRD 2023.01	4.5	-	-	-	-	-	-	-	-
E-Branchformer in ESPnet 2023.10	4.5	-	-	-	-	-	-	-	-
Base-WSBO+Softmax 2022.07	4.54	-	-	-	-	-	-	-	-
CIF + ACD 2023.01	4.6	-	-	-	-	-	-	-	-
Hybrid (Conformer) 2023.09	4.6	-	-	-	-	-	-	-	-
WeNet 2022.07	4.61	-	-	-	-	-	-	-	-
Conformer in WeNet 2023.10	4.61	-	-	-	-	-	-	-	-
Zipformer-S 2023.10	4.67	-	-	-	-	-	-	-	-
LAS 2024.09	4.67	-	-	-	-	-	-	-	-
Espnet 2022.07	4.7	-	-	-	-	-	-	-	-
ESPnet Conformer 2023.01	4.7	-	-	-	-	-	-	-	-
CIF + ACD 2023.01	4.7	-	-	-	-	-	-	-	-
UMA + self-condition 2023.09	4.7	-	-	-	-	-	-	-	-
Lightweight Transducer 2024.09	4.76	-	-	-	-	-	-	-	-
CIF 2023.01	4.8	-	-	-	-	-	-	-	-
UMA 2023.09	4.8	-	-	-	-	-	-	-	-
Espnet 2022.07	4.9	-	-	-	-	-	-	-	-
ESPnet Conformer 2023.01	4.9	-	-	-	-	-	-	-	-
CIF 2023.01	4.9	-	-	-	-	-	-	-	-
Self-conditioned CTC 2023.09	4.9	-	-	-	-	-	-	-	-
Conformer in ESPnet 2023.10	4.9	-	-	-	-	-	-	-	-
Proposed 2026.01	4.9	-	-	-	-	-	-	-	-
H2T-LoRA 2023.09	5	-	-	-	-	-	-	-	-
WeNet-U2 2026.01	5	-	-	-	-	-	-	-	-
Transducer 2024.09	5.07	-	-	-	-	-	-	-	-
Proposed 2026.01	5.1	-	-	-	-	-	-	-	-
Paraformer 2023.09	5.2	-	-	-	-	-	-	-	-
BESTOW 2026.01	5.3	-	-	-	-	-	-	-	-
U2 2020.12	5.33	-	-	-	-	-	-	-	-
Hybrid (Conformer) 2023.09	5.6	-	-	-	-	-	-	-	-
BTI 2026.01	5.9	-	-	-	-	-	-	-	-
CTC 2023.09	6.1	-	-	-	-	-	-	-	-
Baseline 2023.09	6.3	-	-	-	-	-	-	-	-
Baseline-non-stream 2026.01	6.5	-	-	-	-	-	-	-	-
MMA 2020.12	6.6	-	-	-	-	-	-	-	-
LASO-large 2023.09	6.6	-	-	-	-	-	-	-	-
Baseline-stream 2026.01	6.9	-	-	-	-	-	-	-	-
RNN-T 2023.05	6.96	4,633	100	230	-	-	-	-	-
BAT 2023.05	7.35	4,523	10	140	-	-	-	-	-
SCAMA 2020.12	7.39	-	-	-	-	-	-	-	-
RNN-T + FE 2023.05	7.44	4,517	-20	120	-	-	-	-	-
BAT 2023.05	7.63	4,483	-10	120	-	-	-	-	-
RNN-T + FE 2023.05	7.67	4,416	-110	30	-	-	-	-	-
Sync-Transformer 2020.12	8.91	-	-	-	-	-	-	-	-
FireRedASR-AED 2025.01	55	-	-	-	-	-	-	-	-
Seed-ASR 2025.01	68	-	-	-	-	-	-	-	-
FireRedASR-LLM 2025.01	76	-	-	-	-	-	-	-	-
Qwen-Audio 2025.01	130	-	-	-	-	-	-	-	-
Paraformer-Large 2025.01	168	-	-	-	-	-	-	-	-
SenseVoice-L 2025.01	209	-	-	-	-	-	-	-	-
Whisper-Large-v3 2025.01	514	-	-	-	-	-	-	-	-
Wav2Vec 2.0 2022.11	-	-	-	-	4.7	-	-	-	-
HuBERT 2022.11	-	-	-	-	4.3	-	-	-	-
MMSpeech 2022.11	-	-	-	-	2.1	-	-	-	-
Wav2Vec 2.0 2022.11	-	-	-	-	4.1	-	-	-	-
HuBERT 2022.11	-	-	-	-	3.3	-	-	-	-
MMSpeech 2022.11	-	-	-	-	1.9	-	-	-	-
CTC-ATT baseline 2023.03	-	-	-	-	-	5.92	5.91	5.69	5.3
BR 2023.03	-	-	-	-	-	11.75	11.7	8.07	9.3
BRA-E 2023.03	-	-	-	-	-	8.38	8.38	6.63	6.85
BRA-E 2023.03	-	-	-	-	-	8.4	8.39	6.58	6.78
BRA-ED 2023.03	-	-	-	-	-	8.55	8.56	6.97	7.07
BRA-D 2023.03	-	-	-	-	-	10.77	10.77	7.43	8.55
Exp6 2023.03	-	-	-	-	-	-	-	6.52	-
Stack-4 2023.05	-	-	-	-	5.8	-	-	-	-
PDS-Base-8 2023.05	-	-	-	-	5.59	-	-	-	-
PDS-Base-16 2023.05	-	-	-	-	5.78	-	-	-	-
PDS-Base-32 2023.05	-	-	-	-	5.85	-	-	-	-
Stack-4 2023.05	-	-	-	-	5.55	-	-	-	-
PDS-Base-8 2023.05	-	-	-	-	5.24	-	-	-	-
PDS-Base-16 2023.05	-	-	-	-	5.28	-	-	-	-
PDS-Base-32 2023.05	-	-	-	-	5.63	-	-	-	-
MMSpeech-base 2023.11	-	-	-	-	2.1	-	-	-	-
MMSpeech-large 2023.11	-	-	-	-	1.9	-	-	-	-
Paraformer-large 2023.11	-	-	-	-	2	-	-	-	-
Qwen-Audio 2023.11	-	-	-	-	1.3	-	-	-	-
Baseline 2024.06	-	-	-	-	6.06	-	-	-	-
Baseline 2024.06	-	-	-	-	7.16	-	-	-	-
Baseline + InterCTC 2024.06	-	-	-	-	5.67	-	-	-	-
Baseline + InterCTC 2024.06	-	-	-	-	5.87	-	-	-	-

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