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ResearchFormerly WizWand

Answerability on VizWiz

61.5AccuracyInternVL3.5-REGATE
27.1836.094553.91Jul 29, 2025
Updated 6mo ago

Evaluation results

MethodLinks
InternVL3.5-REGATELLM=Qwen3-14B, Tokens=2.32B (↓ 41.41%), Zero-shot=true2025.0761.5
VILA1.5LLM=Llama-2-13B, Tokens=–, Zero-shot=true2025.0760.6
InternVL3.5LLM=Qwen3-14B, Tokens=3.96B, Zero-shot=true2025.0760.6
LLaVA-1.6LLM=Vicuna-7B, Tokens=–, Zero-shot=true2025.0757.6
LLaVA-OneVisionLLM=Qwen2-7B, Tokens=–, Zero-shot=true2025.0753
LLaVA-1.5LLM=Vicuna-7B, Tokens=–, Zero-shot=true2025.0750
VideoLLaMA2-REGATELLM=Qwen2-7B, Tokens=49.27M (↓ 41.22%), Zero-shot=true2025.0748
VideoLLaMA2LLM=Qwen2-7B, Tokens=83.82M, Zero-shot=true2025.0746.8
Qwen-VL-ChatLLM=Qwen-7B, Tokens=–, Zero-shot=true2025.0738.9
InstructBLIPLLM=Vicuna-7B, Tokens=–, Zero-shot=true2025.0734.5
VideoChat2-REGATELLM=Mistral-7B, Tokens=2.22B (↓ 43.51%), Zero-shot=true2025.0732.5
VideoChat2LLM=Mistral-7B, Tokens=3.93B, Zero-shot=true2025.0728.5