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cs.CV2022★ 2 cited
Language Prior Is Not the Only Shortcut: A Benchmark for Shortcut Learning in VQA
Qingyi Si, Fandong Meng, Mingyu Zheng +6
Visual Question Answering (VQA) models are prone to learn the shortcut solution formed by dataset biases rather than the intended solution. To evaluate the VQA models' reasoning ab…
cs.CV2021★ 2 cited
Check It Again: Progressive Visual Question Answering via Visual Entailment
Qingyi Si, Zheng Lin, Mingyu Zheng +2
While sophisticated Visual Question Answering models have achieved remarkable success, they tend to answer questions only according to superficial correlations between question and…