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...Neural sign language translation necati cihan camgoz simon hadeld oscar koller hermann ney richard bowden university of surrey n s hadfield r ac uk rwthaachenuniversity cs rwth aachen de abstract recognition slr has been an active research eld for the last two decades however most to date considered as a naive gesture problem seeks recognize sequence continuous signs but neglects underlying rich grammat ical and linguistic structures that differ figure difference between cslr slt from spoken in contrast we introduce what signer is saying this task illus here objective trated where glosses give generate translations meaning order video videos taking into account different word equivalent which actually desired orders grammar both length ordering formalize framework machine conducted nmt end pretrained approached basic recogni settings using expert knowledge allows us jointly tion ignoring properties learn spatial representations assuming there one mapping model andthemappingbetweensigna...