no code implementations • 26 Jul 2021 • Yue Jiao, Jonathon Hare, Adam Prügel-Bennett
Although different paradigms of visual semantic embedding models are designed to align visual features and distributed word representations, it is unclear to what extent current ZSL models encode semantic information from distributed word representations.
no code implementations • 26 Jul 2021 • Yue Jiao, Jonathon Hare, Adam Prügel-Bennett
We find that contextual representations in language mod-els outperform static word embeddings, when the compositional chain of object is short.
no code implementations • ICLR 2019 • Yue Jiao, Jonathon Hare, Adam Prügel-Bennett
We present an extension of a variational auto-encoder that creates semantically richcoupled probabilistic latent representations that capture the semantics of multiplemodalities of data.