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All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year Sort by creator [A → Z]' creator [Z → A]' publishing year ↑ (asc)' publishing year ↓ (desc)' title [A → Z]' title [Z → A]' Simple Search Hits 1 – 1 of 1 1 Incremental Syntactic Language Models for Phrase-Based Translation Schwartz, Lane; Callison-Burch, Chris; Schuler, William; Wu, Stephen In: DTIC (2011) Abstract: This paper describes a novel technique for incorporating syntactic knowledge into phrase-based machine translation through incremental syntactic parsing. Bottom-up and top-down parsers typically require a completed string as input. This requirement makes it difficult to incorporate them into phrase-based translation, which generates partial hypothesized translations from left-to-right. Incremental syntactic language models score sentences in a similar left-to-right fashion, and are therefore a good mechanism for incorporating syntax into phrase-based translation. We give a formal definition of one such linear-time syntactic language model, detail its relation to phrase-based decoding, and integrate the model with the Moses phrase-based translation system. We present empirical results on a constrained Urdu-English translation task that demonstrate a significant BLEU score improvement and a large decrease in perplexity. ; Presented at the Annual Meeting of the Association for Computational Linguistics (49th) held in Portland, Oregon, on June 19-24, 2011. Published in the Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics, p620-631, June 2011. Sponsored in part by the National Science Foundation. Keyword: *INCREMENTAL SYNTACTIC PARSING; *LEARNING MACHINES; *MACHINE TRANSLATION; *MARKOV PROCESSES; *PARSERS; *PHRASE-BASED MACHINE TRANSLATION; *STATISTICAL ANALYSIS; *STATISTICAL MACHINE TRANSLATION; *SYNTAX; CONTEXT FREE GRAMMARS; Cybernetics; DECODING; ENGLISH LANGUAGE; GRAMMATICAL CORRECTNESS; GRAPHS; HIERARCHICAL HIDDEN MARKOV MODELS; HIERARCHIES; INCREMENTAL PARSERS; INCREMENTAL SYNTACTIC LANGUAGE MODELS; Linguistics; PCFG(PROBABILISTIC CONTEXT-FREE GRAMMAR); Statistics and Probability; SYMPOSIA; URDU LANGUAGE; WORDS(LANGUAGE) URL: http://oai.dtic.mil/oai/oai?&verb=getRecord&metadataPrefix=html&identifier=ADA558560 http://www.dtic.mil/docs/citations/ADA558560 BASE Hide details

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