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Multimodal Evaluation (Cognition/Summary) on MME Summary

1,796.6MME Summary ScoreUniWeTok-Chat
1,463.1761,549.7381,636.31,722.862Feb 15, 2026

Evaluation results

MethodLinks
UniWeTok-ChatPretrained-LLM=Qwen3-8B, Model Category=Unified Model2026.021,796.6
LLaVA-1.6(HD)Pretrained-LLM=Vicuna-7B, Model Category=Understanding Only Model2026.021,778
TokenFlow-LPretrained-LLM=Vicuna-13B, Model Category=Unified Model2026.021,622.9
HarmonPretrained-LLM=Qwen2.5-1.5B, Model Category=Unified Model2026.021,476