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Fine-grained evaluation of Quality Estimation for Machine translation based on a linguistically-motivated Test Suite ...
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Qualitative: Open Source Python Tool for Quality Estimation over Multiple Machine Translation Outputs
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In: Prague Bulletin of Mathematical Linguistics , Vol 102, Iss 1, Pp 5-16 (2014) (2014)
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Abstract:
“Qualitative” is a python toolkit for ranking and selection of sentence-level output by different MT systems using Quality Estimation. The toolkit implements a basic pipeline for annotating the given sentences with black-box features. Consequently, it applies a machine learning mechanism in order to rank data based on models pre-trained on human preferences. The preprocessing pipeline includes support for language models, PCFG parsing, language checking tools and various other pre-processors and feature generators. The code follows the principles of object-oriented programming to allow modularity and extensibility. The tool can operate by processing both batch-files and single sentences. An XML-RPC interface is provided for hooking up with web-services and a graphical animated web-based interface demonstrates its potential on-line use.
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Keyword:
Computational linguistics. Natural language processing; P98-98.5
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URL: https://doi.org/10.2478/pralin-2014-0009
https://doaj.org/article/f81b4517d75848ada377465893ca5b50
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A Richly Annotated, Multilingual Parallel Corpus for Hybrid Machine Translation
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In: http://www.lrec-conf.org/proceedings/lrec2012/pdf/444_Paper.pdf (2012)
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A Richly Annotated, Multilingual Parallel Corpus for Hybrid Machine Translation
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In: http://www.nclt.dcu.ie/mt/papers/pavel_LREC_2012b.pdf (2012)
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Exploiting xle’s finite state interface in lfg-based statistical ma- translation
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In: http://www.lfg09.net/abstracts/lfg09abs_avramidis_kuhn.pdf (2009)
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Enriching morphologically poor languages for statistical machine translation
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In: http://www.mt-archive.info/ACL-2008-Avramidis.pdf (2008)
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Enriching Morphologically Poor Languages for Statistical Machine Translation
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In: http://aclweb.org/anthology-new/P/P08/P08-1087.pdf (2008)
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Evaluation without references: IBM1 scores as evaluation metrics
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In: http://www.aclweb.org/anthology-new/W/W11/W11-2109.pdf
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The ML4HMT Workshop on Optimising the Division of Labour in Hybrid Machine Translation
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In: http://www.nclt.dcu.ie/mt/papers/pavel_LREC_ML4HMT_2012.pdf
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The ML4HMT Workshop on Optimising the Division of Labour in Hybrid Machine Translation
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In: http://www.lrec-conf.org/proceedings/lrec2012/pdf/996_Paper.pdf
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The Prague Bulletin of Mathematical Linguistics RankEval: Open Tool for Evaluation of Machine-Learned Ranking
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In: http://ufal.mff.cuni.cz/pbml/100/art-avramidis.pdf
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Comparative quality estimation: Automatic sentence-level ranking of multiple Machine Translation outputs
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In: http://aclweb.org/anthology/C/C12/C12-1008.pdf
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Quality Estimation for Machine Translation output using linguistic analysis and decoding features
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In: http://www.aclweb.org/anthology/W/W12/W12-3108.pdf
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