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ResearchFormerly WizWand

Speech-to-Text Translation on CoVoST2 zh-en

35.21BLEUAudio-Interaction
11.383617.569323.75529.9407Nov 14, 2023Apr 17, 2024Sep 19, 2024Feb 22, 2025Jul 27, 2025Dec 29, 2025Jun 3, 2026
Updated 5mo ago

Evaluation results

MethodLinks
Audio-InteractionSize=3B2026.0635.21
Qwen3-OmniSize=30B-A3B2026.0429.4
Qwen2.5-OmniSize=7B2026.0629.4
MiniCPM-o 4.5Size=9B2026.0426.4
Qwen2-AudioSize=7B2026.0624.4
APinlin=✓, ldeep=-, FRR=93.56, Pre. GFLOPs=730.28, FLOPs Ratio=93.51, Setting=Conservative (τin=0.90, τdeep=0.80)2026.0423.06
Vanillalin=-, ldeep=-, FRR=100.0, Pre. GFLOPs=780.94, FLOPs Ratio=100.0, Setting=N/A2026.0423.02
APdeeplin=-, ldeep=✓, FRR=14.30, Pre. GFLOPs=718.12, FLOPs Ratio=91.96, Setting=Aggressive (τin=0.80, τdeep=0.70)2026.0423.02
APdeeplin=-, ldeep=✓, FRR=33.29, Pre. GFLOPs=731.96, FLOPs Ratio=93.73, Setting=Conservative (τin=0.90, τdeep=0.80)2026.0423.01
DAPlin=✓, ldeep=✓, FRR=33.76, Pre. GFLOPs=686.39, FLOPs Ratio=87.89, Setting=Conservative (τin=0.90, τdeep=0.80)2026.0422.94
DAPlin=✓, ldeep=✓, FRR=14.91, Pre. GFLOPs=566.30, FLOPs Ratio=72.52, Setting=Aggressive (τin=0.80, τdeep=0.70)2026.0422.78
APinlin=✓, ldeep=-, FRR=78.64, Pre. GFLOPs=612.93, FLOPs Ratio=78.49, Setting=Aggressive (τin=0.80, τdeep=0.70)2026.0422.69
Phi-4-multimodalSize=5.6B2026.0622.39
Kimi-AudioSize=9B2026.0418.3
Qwen2.5-OmniSize=3B2026.0618.17
Qwen-Audiozero-shot=true2023.1115.7
SpeechLLaMATask-specific fine-tuning=true2023.1112.3