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Multimodal Understanding on NaturalBench

77.2NaturalBench ScoreLLaVA-OneVision
49.53656.71863.971.082May 23, 2025

Evaluation results

MethodLinks
LLaVA-OneVisionLLM=Qwen2-7B2025.0577.2
LLaVA-NeXTLLM=Vicuna-7B2025.0570.2
Slot-MLLM (14B)LLM=Qwen2.5-14B-Instruct, PT Data Size=25M2025.0569.8
Slot-MLLM (14B)LLM=Qwen2.5-14B-Instruct2025.0569.8
ShareGPT4VLLM=Vicuna-7B2025.0568.4
Slot-MLLM (7B)LLM=Vicuna-7B, PT Data Size=25M2025.0566.1
Slot-MLLM (7B)LLM=Vicuna-7B2025.0566.1
VILA-ULLM=LLaMA-2-7B, PT Data Size=23M2025.0563.1
InstructBLIPLLM=Vicuna-7B2025.0559.1
SEED-LLaMALLM=Vicuna-7B, PT Data Size=77M2025.0557.5
LaVITLLM=LLaMA-7B, PT Data Size=100M2025.0552.5
UniTokLLM=LLaMA-2-7B, PT Data Size=70M2025.0550.6