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DALLE-2 is Seeing Double: Flaws in Word-to-Concept Mapping in Text2Image Models. (arXiv:2210.10606v1 [cs.CL])
Oct. 20, 2022, 1:17 a.m. | Royi Rassin, Shauli Ravfogel, Yoav Goldberg
cs.CL updates on arXiv.org arxiv.org
We study the way DALLE-2 maps symbols (words) in the prompt to their
references (entities or properties of entities in the generated image). We show
that in stark contrast to the way human process language, DALLE-2 does not
follow the constraint that each word has a single role in the interpretation,
and sometimes re-use the same symbol for different purposes. We collect a set
of stimuli that reflect the phenomenon: we show that DALLE-2 depicts both
senses of nouns with …
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