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ResearchFormerly WizWand

Multi-task Language Understanding on MMSU

71.6AccuracySALAD-7B
23.13635.71848.360.882Oct 15, 2025Nov 18, 2025Dec 22, 2025Jan 25, 2026Feb 28, 2026Apr 3, 2026May 7, 2026
Updated 5mo ago

Evaluation results

MethodLinks
SALAD-7BInput Modality=Text, Parameters=7B2025.1071.6-0.8
ASR + Qwen2.5-7BSystem Category=Cascaded Toplines, ASR=Whisper-v3-Large, Backbone LLM=Qwen2.5-7B2026.0567.92.9
TextPro-SLM-7BSystem Category=Modality Gap-optimized Systems2026.0566.74.2
Qwen2.5-Omni-7BInput Modality=Text, Parameters=7B2025.1066.34.5
TextPro-SLM-7B 5:1System Category=Modality Gap-optimized Systems, Sampling Ratio=5:12026.0566.24.7
WhisperPro + Qwen2.5-7BSystem Category=Ablation Studies, Backbone LLM=Qwen2.5-7B2026.0562.68.3
SALAD-3BInput Modality=Text, Parameters=3B2025.1062.5-0.6
Kimi-Audio-7BSystem Category=End-to-end Systems, Backbone LLM=Kimi-Audio-7B2026.0561.69.2
Qwen2.5-Omni-7BSystem Category=End-to-end Systems, Backbone LLM=Qwen2.5-Omni-7B2026.0561.39.6
DiVA-Llama3.1-8BInput Modality=Text, Parameters=8B2025.1060.91
ASR + Qwen2.5-3BSystem Category=Cascaded Toplines, ASR=Whisper-v3-Large, Backbone LLM=Qwen2.5-3B2026.0558.92.7
TextPro-SLM-3BSystem Category=Modality Gap-optimized Systems2026.0557.64
SALAD-7BSystem Category=Modality Gap-optimized Systems, Training Stage=Stage II2026.0557.513.3
SALAD-7BSystem Category=Modality Gap-optimized Systems, Training Stage=Stage I2026.0555.315.5
SALAD-3BSystem Category=Modality Gap-optimized Systems, Training Stage=Stage II2026.0552.59.4
GLM-4-Voice-9BInput Modality=Text, Parameters=9B2025.1048.417.8
SALAD-3BSystem Category=Modality Gap-optimized Systems, Training Stage=Stage I2026.0547.314.6
Qwen2-Audio-7BInput Modality=Text, Parameters=7B2025.1046.91.3
TextPro-SLM-7B w/o KDSystem Category=Ablation Studies, Ablation Setting=w/o KD2026.0546.724.2
GLM-4-Voice-9BSystem Category=End-to-end Systems, Backbone LLM=GLM-4-Voice-9B2026.0539.228.3
Qwen2-Audio-7BSystem Category=End-to-end Systems, Backbone LLM=Qwen2-Audio-7B2026.0529.518.7
DiVA-Llama3.1-8BSystem Category=End-to-end Systems, Backbone LLM=Llama3.1-8B2026.0528.834.1
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