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ResearchFormerly WizWand

NegBench

Benchmarks

TaskDatasetSOTA resultTrendResults

NegBench

84.55Affirmed Accuracy

25

Negative Retrieval

NegBench

64.62Image-to-Text Recall@1

25

Vision-Language Understanding

NegBench VOC2007

95.37Accuracy

11

Vision-Language Understanding

NegBench COCO

93.19Accuracy

11

Multiple Choice Visual Question Answering

NegBench VOC 2007 (test)

95.37Accuracy

11

Multiple Choice Visual Question Answering

NegBench COCO (test)

93.19Accuracy

11

Multiple Choice Question

NegBench COCO subset

32.55Overall Accuracy

4