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Doron Kukliansy

2 accepted papers

2022

All You May Need for VQA are Image Captions

NAACL 2022long

Visual Question Answering (VQA) has benefited from increasingly sophisticated models, but has not enjoyed the same level of engagement in terms of data creation. In this paper, we propose a method that automatically derives VQA examples at volume, by leveraging the abundance of existing image-captio…

2022

TRUE: Re-evaluating Factual Consistency Evaluation

NAACL 2022long

Grounded text generation systems often generate text that contains factual inconsistencies, hindering their real-world applicability. Automatic factual consistency evaluation may help alleviate this limitation by accelerating evaluation cycles, filtering inconsistent outputs and augmenting training…