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Automatic Speech Recognition on GigaSpeech (test)

8.5WERMiniCPM-o 4.5
8.197610.238812.2814.3212Oct 7, 2024Jan 10, 2025Apr 15, 2025Jul 19, 2025Oct 22, 2025Jan 25, 2026Apr 30, 2026

Evaluation results

MethodLinks
MiniCPM-o 4.5Size=9B2026.048.5———
Qwen3-OmniSize=30B-A3B2026.048.7———
Kimi-AudioSize=9B2026.049.4———
Phi-4-MMModel Type=Omni-LLM2026.019.78———
Pruned transducer w/ CR-CTC, Zipformer-XLParams (M)=286.62024.1010.03———
CR-CTC/AED, Zipformer-XLParams (M)=315.52024.1010.07———
Hybrid DecodingPatch size K=32025.0810.07——79
Hybrid DecodingPatch size K=52025.0810.08——85
Hybrid DecodingPatch size K=12025.0810.09——78
Hybrid DecodingPatch size K=72025.0810.09——91
Hybrid DecodingPatch size K=92025.0810.1——96
Transformer2025.0810.13——194
Pruned transducer, Zipformer-XLParams (M)=288.22024.1010.2———
Pruned transducer, Zipformer-LParams (M)=148.42024.1010.28———
CR-CTC, Zipformer-XLParams (M)=286.62024.1010.28———
Index-ASR2025.1210.29———
CTC/AED, Zipformer-XLParams (M)=315.52024.1010.33———
CTC/AED, Zipformer-LParams (M)=174.32024.1010.38———
CR-CTC, Zipformer-LParams (M)=1472024.1010.41———
Pruned transducer, Zipformer-MParams (M)=65.62024.1010.42———
CTC/AED, E-Branchformer in ESPnetParams (M)=148.9, Reference=Watanabe et al., 20182024.1010.5———
Interactive ASRInteraction Loop=102026.0410.5357.591.08—
CTC/AED, Conformer in WenetParams (M)=113.2, Reference=Zhang et al., 20222024.1010.6———
CTC/AED, Zipformer-MParams (M)=902024.1010.61———
Interactive ASRInteraction Loop=32026.0410.6857.82.67—
Gemini-2-FlashModel Type=Omni-LLM2026.0110.71———
CR-CTC, Zipformer-MParams (M)=64.32024.1010.72———
CTC/AED, Conformer in ESPnetParams (M)=113.2, Reference=Chen et al., 2021a2024.1010.8———
Interactive ASRInteraction Loop=22026.0410.8258.033.66—
CTC, Zipformer-XLParams (M)=286.62024.1010.87———
Speech-HandsFramework=Qwen2.5-Omni, External Reference=Canary-1b-v22026.0110.87———
Pruned transducer, Zipformer-SParams (M)=23.32024.1010.94———
Interactive ASRInteraction Loop=12026.0411.0858.566.03—
Speech-HandsFramework=Qwen2.5-Omni, External Reference=Parakeet-tdt-0.6b-v32026.0111.1———
CTC, Zipformer-LParams (M)=1472024.1011.16———
Qwen2.5_omniModel Type=Omni-LLM2026.0111.26———
CTC, Zipformer-MParams (M)=64.32024.1011.27———
FireRedASR2025.1211.33———
CTC/AED, Zipformer-SParams (M)=46.32024.1011.39———
Whisper-v2-largeModel Type=ASR model2026.0111.45———
CR-CTC, Zipformer-SParams (M)=22.12024.1011.58———
Canary-1b-v2Model Type=ASR model2026.0111.66———
CTC, Zipformer-SParams (M)=22.12024.1011.95———
GER (Cascaded)Framework=Qwen2.5-Omni, External Reference=Parakeet-tdt-0.6b-v32026.0112.1———
GER (Cascaded)Framework=Qwen2.5-Omni, External Reference=Whisper-v2-large2026.0112.15———
Parakeet-tdt-0.6b-v3Model Type=ASR model2026.0112.24———
Interactive ASRInteraction Loop=02026.0412.2561.1714.12—
CTC/AED, TransformerParams (M)=87, Reference=Chen et al., 2021a2024.1012.3———
Speech-HandsFramework=Qwen2.5-Omni, External Reference=Whisper-v2-large2026.0112.37———
GER (Cascaded)Framework=Qwen2.5-Omni, External Reference=Canary-1b-v22026.0112.43———
Step-Audio 2 mini2025.1213.19———
GPT-4o-voiceModel Type=Omni-LLM2026.0113.64———
Whisper2025.1214.45———
TDT2025.0814.55——43
Kimi-Audio2025.1216.06———