Indicatements that character language models learn English morpho-syntactic units and regularities

31 Aug 2018 Yova Kementchedjhieva Adam Lopez

Character language models have access to surface morphological patterns, but it is not clear whether or how they learn abstract morphological regularities. We instrument a character language model with several probes, finding that it can develop a specific unit to identify word boundaries and, by extension, morpheme boundaries, which allows it to capture linguistic properties and regularities of these units... (read more)

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