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ResearchFormerly WizWand

Object Color Prediction on Color Terms zero-shot

72.5AccuracyLaMI
17.932.07546.2560.425Jun 19, 2024
Updated 6mo ago

Evaluation results

MethodLinks
LaMILLM Category=Masked Language Models, Image Augmentation Strategy=Generation2024.0672.5
LaMILLM Category=Causal Language Models, Image Augmentation Strategy=Generation2024.0669.2
X-adapterLLM Category=Masked Language Models, Image Augmentation Strategy=Retrieval2024.0660
VaLMLLM Category=Causal Language Models, Image Augmentation Strategy=Retrieval, k=42024.0652.7
VaLMLLM Category=Causal Language Models, Image Augmentation Strategy=Retrieval, k=82024.0650.2
Z-LaVILLM Category=Causal Language Models, Image Augmentation Strategy=Retrieval2024.0649.2
LIVELLM Category=Causal Language Models, Image Augmentation Strategy=Generation2024.0646.7
GPT-2 (FT)LLM Category=Causal Language Models, Evaluation Protocol=Fine-tuned2024.0634.9
GPT-2LLM Category=Causal Language Models, Evaluation Protocol=Zero-shot2024.0634.6
BERT (FT)LLM Category=Masked Language Models, Evaluation Protocol=Fine-tuned2024.0631.5
BERTLLM Category=Masked Language Models, Evaluation Protocol=Zero-shot2024.0630.7
VokenizationLLM Category=Masked Language Models, Image Augmentation Strategy=Retrieval2024.0620