Speech-to-text reasoning and semantic understanding on VoiceBench (test)
4.8Alpaca EvalWhisper + GPT-4o
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Whisper + GPT-4oSystem Paradigm=Cascaded System, ASR Module=Whisper-large-v3, LLM Backbone=GPT-4o2025.12 | 4.8 | 4.47 | 4.62 | 75.77 | 87.2 | 98.27 | 76.51 | 92.97 | 81.69 | 87.8 | |
| GPT-4oSystem Paradigm=End-to-end Speech-LLM2025.12 | 4.78 | 4.49 | 4.58 | 75.5 | 84.1 | 98.65 | 76.02 | 89.23 | 80.25 | 86.75 | |
| Qwen3-Omni-30BSystem Paradigm=End-to-end Speech-LLM2025.12 | 4.74 | 4.54 | 4.58 | 76.9 | 80.4 | 99.3 | 77.8 | 89.7 | 68.1 | 85.49 | |
| Qwen2.5System Paradigm=Text Only Model, Backbone=Qwen2.5-7B-Instruct2025.12 | 4.66 | 4.55 | 4.62 | 62.03 | 80 | 99.04 | 70.14 | 84.84 | 71.57 | 82.69 | |
| Whisper + Qwen2.5System Paradigm=Cascaded System, ASR Module=Whisper-large-v3, LLM Backbone=Qwen2.5-7B-Instruct2025.12 | 4.64 | 4.33 | 4.21 | 58.5 | 52.85 | 98.27 | 63.99 | 78.24 | 69 | 76.05 | |
| Qwen2.5 (TN)System Paradigm=Text Only Model, Backbone=Qwen2.5-7B-Instruct2025.12 | 4.61 | 4.53 | 4.56 | 63.84 | 56.3 | 98.85 | 66.11 | 74.07 | 64.51 | 77.52 | |
| AZEROSSystem Paradigm=End-to-end Speech-LLM2025.12 | 4.44 | 4.18 | 3.91 | 60.22 | 56.3 | 98.65 | 61.29 | 72.09 | 59.01 | 73.13 | |
| GLM-4-VoiceSystem Paradigm=End-to-end Speech-LLM2025.12 | 3.97 | 3.42 | 3.18 | 36.98 | 52.8 | 88.08 | 25.92 | 53.41 | 39.75 | 56.48 | |
| Qwen2.5-OmniSystem Paradigm=End-to-end Speech-LLM2025.12 | 3.88 | 3.77 | 3.52 | 46.75 | 63.7 | 97.31 | 40.19 | 81.54 | 61.45 | 68.26 | |
| Phi-4-multimodalSystem Paradigm=End-to-end Speech-LLM2025.12 | 3.81 | 3.82 | 3.56 | 39.78 | 61.8 | 100 | 45.35 | 65.93 | 42.19 | 64.32 | |
| DeSTA2.5System Paradigm=End-to-end Speech-LLM2025.12 | 3.73 | 2.52 | 3.3 | 46.47 | 62.4 | 97.69 | 65.47 | 72.75 | 58.56 | 66.04 | |
| Qwen2-AudioSystem Paradigm=End-to-end Speech-LLM2025.12 | 3.42 | 3.29 | 2.76 | 31.65 | 53 | 99.04 | 26.35 | 48.35 | 36.14 | 53.77 | |
| MoshiSystem Paradigm=End-to-end Speech-LLM2025.12 | 2.01 | 1.6 | 1.3 | 15.64 | 47.4 | 44.23 | 10.12 | 25.93 | 24.04 | 29.51 |