<> "The repository administrator has not yet configured an RDF license."^^ . <> . . "Document Meta-Information as Weak Supervision for Machine Translation"^^ . "Data-driven machine translation has advanced considerably since the first pioneering work\r\nin the 1990s with recent systems claiming human parity on sentence translation for highresource tasks. However, performance degrades for low-resource domains with no available\r\nsentence-parallel training data. Machine translation systems also rarely incorporate the\r\ndocument context beyond the sentence level, ignoring knowledge which is essential for\r\nsome situations. In this thesis, we aim to address the two issues mentioned above by\r\nexamining ways to incorporate document-level meta-information into data-driven machine\r\ntranslation. Examples of document meta-information include document authorship and\r\ncategorization information, as well as cross-lingual correspondences between documents,\r\nsuch as hyperlinks or citations between documents. As this meta-information is much more\r\ncoarse-grained than reference translations, it constitutes a source of weak supervision for\r\nmachine translation. We present four cumulatively conducted case studies where we devise\r\nand evaluate methods to exploit these sources of weak supervision both in low-resource\r\nscenarios where no task-appropriate supervision from parallel data exists, and in a full\r\nsupervision scenario where weak supervision from document meta-information is used to\r\nsupplement supervision from sentence-level reference translations. All case studies show\r\nimproved translation quality when incorporating document meta-information."^^ . "2019" . . . . . . . "Laura Elisabeth"^^ . "Jehl"^^ . "Laura Elisabeth Jehl"^^ . . . . . . "Document Meta-Information as Weak Supervision for Machine Translation (PDF)"^^ . . . "Dissertation_Jehl_HeiDOK.pdf"^^ . . . "Document Meta-Information as Weak Supervision for Machine Translation (Other)"^^ . . . . . . "indexcodes.txt"^^ . . "HTML Summary of #26780 \n\nDocument Meta-Information as Weak Supervision for Machine Translation\n\n" . "text/html" . . . "004 Informatik"@de . "004 Data processing Computer science"@en . . . "400 Sprachwissenschaft"@de . "400 Linguistics"@en . .