Is BERT Blind? Exploring the Effect of Vision-and-Language Pretraining on Visual Language Understanding
Morris Alper, Michael Fiman, Hadar Averbuch-Elor
2023Year
2Top-tier citations
Abstract
edge that is reflected in language-only tasks that require implicit visual reasoning. Our findings bear importance in the broader context of multimodal learning, providing principled guidelines for the choice of text encoders used in such contexts 1 .
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Install the CLIlune papers fulltext ef33b470-cf04-4d4d-ad23-795db83cf527Cited by top-tier papers2
- Kiki or Bouba? Sound Symbolism in Vision-and-Language ModelsMorris Alper, Hadar Averbuch-ElorNeurIPS 2023 · 23 citations
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- Align before Fuse: Vision and Language Representation Learning with Momentum DistillationJunnan Li, Ramprasaath R. Selvaraju, Akhilesh Gotmare, Shafiq R. Joty et al.NeurIPS 2021 · 2,985 citations
- ViLT: Vision-and-Language Transformer Without Convolution or Region SupervisionWonjae Kim, Bokyung Son, Ildoo KimICML 2021 · 2,258 citations
- SimVLM: Simple Visual Language Model Pretraining with Weak SupervisionZirui Wang, Jiahui Yu, Adams Wei Yu, Zihang Dai et al.ICLR 2022 · 950 citations
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