Speech Recognition on AISHELL-1

Metric: Params(M) (higher is better)

LeaderboardDataset

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#	Model↕	Params(M)▼	Extra Data	Paper	Date↕	Code
1	FireRedASR-AED	1100	Yes	FireRedASR: Open-Source Industrial-Grade Mandari...	2025-01-24	Code
2	Paraformer-large	220	Yes	FunASR: A Fundamental End-to-End Speech Recognit...	2023-05-18	Code
3	BAT	90	No	BAT: Boundary aware transducer for memory-effici...	2023-05-19	Code
4	Zipformer+CR-CTC (no external language model)	66.2	No	CR-CTC: Consistency regularization on CTC for im...	2024-10-07	Code
5	CIF-HKD With LM	47	No	Knowledge Transfer from Pre-trained Language Mod...	2023-01-30	Code
6	U2	47	No	Unified Streaming and Non-streaming Two-pass End...	2020-12-10	Code
7	Paraformer	46.3	No	FunASR: A Fundamental End-to-End Speech Recognit...	2023-05-18	Code
8	SE-WSBO With LM	46	No	Improving Mandarin Speech Recogntion with Block-...	2022-07-24	Code
9	Lightweight Transducer With LM	45.3	No	Lightweight Transducer Based on Frame-Level Crit...	2024-09-05	Code
10	Lightweight Transducer	45.3	No	Lightweight Transducer Based on Frame-Level Crit...	2024-09-05	Code
11	UMA	44.7	No	Unimodal Aggregation for CTC-based Speech Recogn...	2023-09-15	Code
12	BRA-E	8.5	No	Beyond Universal Transformer: block reusing with...	2023-03-23	-

#1FireRedASR-AEDSOTA
1100
Params(M)· Extra Data· 2025-01-24
FireRedASR: Open-Source Industrial-Grade Mandarin Speech Recognition Models from Encoder-Decoder to LLM Integration Code
#2Paraformer-largeSOTA
220
Params(M)· Extra Data· 2023-05-18
FunASR: A Fundamental End-to-End Speech Recognition Toolkit Code
#3BAT
90
Params(M)· 2023-05-19
BAT: Boundary aware transducer for memory-efficient and low-latency ASR Code
#4Zipformer+CR-CTC (no external language model)
66.2
Params(M)· 2024-10-07
CR-CTC: Consistency regularization on CTC for improved speech recognition Code
#5CIF-HKD With LM
47
Params(M)· 2023-01-30
Knowledge Transfer from Pre-trained Language Models to Cif-based Speech Recognizers via Hierarchical Distillation Code
#6U2SOTA
47
Params(M)· 2020-12-10
Unified Streaming and Non-streaming Two-pass End-to-end Model for Speech Recognition Code
#7Paraformer
46.3
Params(M)· 2023-05-18
FunASR: A Fundamental End-to-End Speech Recognition Toolkit Code
#8SE-WSBO With LM
46
Params(M)· 2022-07-24
Improving Mandarin Speech Recogntion with Block-augmented Transformer Code
#9Lightweight Transducer With LM
45.3
Params(M)· 2024-09-05
Lightweight Transducer Based on Frame-Level Criterion Code
#10Lightweight Transducer
45.3
Params(M)· 2024-09-05
Lightweight Transducer Based on Frame-Level Criterion Code
#11UMA
44.7
Params(M)· 2023-09-15
Unimodal Aggregation for CTC-based Speech Recognition Code
#12BRA-E
8.5
Params(M)· 2023-03-23
Beyond Universal Transformer: block reusing with adaptor in Transformer for automatic speech recognition