Moses: open source toolkit for statistical machine translation
ACL '07 Proceedings of the 45th Annual Meeting of the ACL on Interactive Poster and Demonstration Sessions
(Meta-) evaluation of machine translation
StatMT '07 Proceedings of the Second Workshop on Statistical Machine Translation
Further meta-evaluation of machine translation
StatMT '08 Proceedings of the Third Workshop on Statistical Machine Translation
Findings of the 2009 workshop on statistical machine translation
StatMT '09 Proceedings of the Fourth Workshop on Statistical Machine Translation
Joshua: an open source toolkit for parsing-based machine translation
StatMT '09 Proceedings of the Fourth Workshop on Statistical Machine Translation
Manual and automatic evaluation of machine translation between European languages
StatMT '06 Proceedings of the Workshop on Statistical Machine Translation
Fast, cheap, and creative: evaluating translation quality using Amazon's Mechanical Turk
EMNLP '09 Proceedings of the 2009 Conference on Empirical Methods in Natural Language Processing: Volume 1 - Volume 1
Creating speech and language data with Amazon's Mechanical Turk
CSLDAMT '10 Proceedings of the NAACL HLT 2010 Workshop on Creating Speech and Language Data with Amazon's Mechanical Turk
LIMSI's statistical translation systems for WMT'10
WMT '10 Proceedings of the Joint Fifth Workshop on Statistical Machine Translation and MetricsMATR
2010 failures in English-Czech phrase-based MT
WMT '10 Proceedings of the Joint Fifth Workshop on Statistical Machine Translation and MetricsMATR
An empirical study on development set selection strategy for machine translation learning
WMT '10 Proceedings of the Joint Fifth Workshop on Statistical Machine Translation and MetricsMATR
WMT '10 Proceedings of the Joint Fifth Workshop on Statistical Machine Translation and MetricsMATR
Further experiments with shallow hybrid MT systems
WMT '10 Proceedings of the Joint Fifth Workshop on Statistical Machine Translation and MetricsMATR
Improved features and grammar selection for syntax-based MT
WMT '10 Proceedings of the Joint Fifth Workshop on Statistical Machine Translation and MetricsMATR
FBK at WMT 2010: word lattices for morphological reduction and chunk-based reordering
WMT '10 Proceedings of the Joint Fifth Workshop on Statistical Machine Translation and MetricsMATR
The RWTH Aachen machine translation system for WMT 2010
WMT '10 Proceedings of the Joint Fifth Workshop on Statistical Machine Translation and MetricsMATR
Using collocation segmentation to augment the phrase table
WMT '10 Proceedings of the Joint Fifth Workshop on Statistical Machine Translation and MetricsMATR
The RALI machine translation system for WMT 2010
WMT '10 Proceedings of the Joint Fifth Workshop on Statistical Machine Translation and MetricsMATR
Exodus: exploring SMT for EU institutions
WMT '10 Proceedings of the Joint Fifth Workshop on Statistical Machine Translation and MetricsMATR
More linguistic annotation for statistical machine translation
WMT '10 Proceedings of the Joint Fifth Workshop on Statistical Machine Translation and MetricsMATR
LIUM SMT machine translation system for WMT 2010
WMT '10 Proceedings of the Joint Fifth Workshop on Statistical Machine Translation and MetricsMATR
Lessons from NRC's Portage system at WMT 2010
WMT '10 Proceedings of the Joint Fifth Workshop on Statistical Machine Translation and MetricsMATR
WMT '10 Proceedings of the Joint Fifth Workshop on Statistical Machine Translation and MetricsMATR
The Karlsruhe Institute for technology translation system for the ACL-WMT 2010
WMT '10 Proceedings of the Joint Fifth Workshop on Statistical Machine Translation and MetricsMATR
MaTrEx: the DCU MT system for WMT 2010
WMT '10 Proceedings of the Joint Fifth Workshop on Statistical Machine Translation and MetricsMATR
The Cunei machine translation platform for WMT '10
WMT '10 Proceedings of the Joint Fifth Workshop on Statistical Machine Translation and MetricsMATR
The CUED HiFST system for the WMT10 translation shared task
WMT '10 Proceedings of the Joint Fifth Workshop on Statistical Machine Translation and MetricsMATR
The LIG machine translation system for WMT 2010
WMT '10 Proceedings of the Joint Fifth Workshop on Statistical Machine Translation and MetricsMATR
Linear inversion transduction grammar alignments as a second translation path
WMT '10 Proceedings of the Joint Fifth Workshop on Statistical Machine Translation and MetricsMATR
UPV-PRHLT English-Spanish system for WMT10
WMT '10 Proceedings of the Joint Fifth Workshop on Statistical Machine Translation and MetricsMATR
Reproducible results in parsing-based machine translation: the JHU shared task submission
WMT '10 Proceedings of the Joint Fifth Workshop on Statistical Machine Translation and MetricsMATR
Vs and OOVs: two problems for translation between German and English
WMT '10 Proceedings of the Joint Fifth Workshop on Statistical Machine Translation and MetricsMATR
To cache or not to cache?: experiments with adaptive models in statistical machine translation
WMT '10 Proceedings of the Joint Fifth Workshop on Statistical Machine Translation and MetricsMATR
Applying morphological decomposition to statistical machine translation
WMT '10 Proceedings of the Joint Fifth Workshop on Statistical Machine Translation and MetricsMATR
Maximum entropy translation model in dependency-based MT framework
WMT '10 Proceedings of the Joint Fifth Workshop on Statistical Machine Translation and MetricsMATR
UCH-UPV English: Spanish system for WMT10
WMT '10 Proceedings of the Joint Fifth Workshop on Statistical Machine Translation and MetricsMATR
Hierarchical phrase-based MT at the Charles University for the WMT 2010 shared task
WMT '10 Proceedings of the Joint Fifth Workshop on Statistical Machine Translation and MetricsMATR
Incremental decoding for phrase-based statistical machine translation
WMT '10 Proceedings of the Joint Fifth Workshop on Statistical Machine Translation and MetricsMATR
MANY: open source MT system combination at WMT'10
WMT '10 Proceedings of the Joint Fifth Workshop on Statistical Machine Translation and MetricsMATR
Adaptive model weighting and transductive regression for predicting best system combinations
WMT '10 Proceedings of the Joint Fifth Workshop on Statistical Machine Translation and MetricsMATR
L1 regularized regression for reranking and system combination in machine translation
WMT '10 Proceedings of the Joint Fifth Workshop on Statistical Machine Translation and MetricsMATR
An augmented three-pass system combination framework: DCU combination system for WMT 2010
WMT '10 Proceedings of the Joint Fifth Workshop on Statistical Machine Translation and MetricsMATR
The UPV-PRHLT combination system for WMT 2010
WMT '10 Proceedings of the Joint Fifth Workshop on Statistical Machine Translation and MetricsMATR
CMU multi-engine machine translation for WMT 2010
WMT '10 Proceedings of the Joint Fifth Workshop on Statistical Machine Translation and MetricsMATR
CMU system combination via hypothesis selection for WMT'10
WMT '10 Proceedings of the Joint Fifth Workshop on Statistical Machine Translation and MetricsMATR
JHU system combination scheme for WMT 2010
WMT '10 Proceedings of the Joint Fifth Workshop on Statistical Machine Translation and MetricsMATR
The RWTH system combination system for WMT 2010
WMT '10 Proceedings of the Joint Fifth Workshop on Statistical Machine Translation and MetricsMATR
BBN system description for WMT10 system combination task
WMT '10 Proceedings of the Joint Fifth Workshop on Statistical Machine Translation and MetricsMATR
LRscore for evaluating lexical and reordering quality in MT
WMT '10 Proceedings of the Joint Fifth Workshop on Statistical Machine Translation and MetricsMATR
Document-level automatic MT evaluation based on discourse representations
WMT '10 Proceedings of the Joint Fifth Workshop on Statistical Machine Translation and MetricsMATR
METEOR-NEXT and the METEOR paraphrase tables: improved evaluation support for five target languages
WMT '10 Proceedings of the Joint Fifth Workshop on Statistical Machine Translation and MetricsMATR
Normalized compression distance based measures for MetricsMATR 2010
WMT '10 Proceedings of the Joint Fifth Workshop on Statistical Machine Translation and MetricsMATR
The DCU dependency-based metric in WMT-MetricsMATR 2010
WMT '10 Proceedings of the Joint Fifth Workshop on Statistical Machine Translation and MetricsMATR
TESLA: translation evaluation of sentences with linear-programming-based analysis
WMT '10 Proceedings of the Joint Fifth Workshop on Statistical Machine Translation and MetricsMATR
The parameter-optimized ATEC metric for MT evaluation
WMT '10 Proceedings of the Joint Fifth Workshop on Statistical Machine Translation and MetricsMATR
Packing it all up in search for a language independent MT quality measure tool - part two
LTC'09 Proceedings of the 4th conference on Human language technology: challenges for computer science and linguistics
HLT '11 Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies - Volume 1
An unsupervised model for joint phrase alignment and extraction
HLT '11 Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies - Volume 1
Binarized forest to string translation
HLT '11 Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies - Volume 1
Machine translation system combination by confusion forest
HLT '11 Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies - Volume 1
Minimum Bayes-risk system combination
HLT '11 Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies - Volume 1
Structured vs. flat semantic role representations for machine translation evaluation
SSST-5 Proceedings of the Fifth Workshop on Syntax, Semantics and Structure in Statistical Translation
Automatic translation error analysis
TSD'11 Proceedings of the 14th international conference on Text, speech and dialogue
A grain of salt for the WMT manual evaluation
WMT '11 Proceedings of the Sixth Workshop on Statistical Machine Translation
Findings of the 2011 Workshop on Statistical Machine Translation
WMT '11 Proceedings of the Sixth Workshop on Statistical Machine Translation
WMT '11 Proceedings of the Sixth Workshop on Statistical Machine Translation
Meteor 1.3: automatic metric for reliable optimization and evaluation of machine translation systems
WMT '11 Proceedings of the Sixth Workshop on Statistical Machine Translation
Approximating a deep-syntactic metric for MT evaluation and tuning
WMT '11 Proceedings of the Sixth Workshop on Statistical Machine Translation
Evaluation without references: IBM1 scores as evaluation metrics
WMT '11 Proceedings of the Sixth Workshop on Statistical Machine Translation
Morphemes and POS tags for n-gram based evaluation metrics
WMT '11 Proceedings of the Sixth Workshop on Statistical Machine Translation
WMT '11 Proceedings of the Sixth Workshop on Statistical Machine Translation
TINE: a metric to assess MT adequacy
WMT '11 Proceedings of the Sixth Workshop on Statistical Machine Translation
Regression and ranking based optimisation for sentence level machine translation evaluation
WMT '11 Proceedings of the Sixth Workshop on Statistical Machine Translation
MAISE: a flexible, configurable, extensible open source package for mass AI system evaluation
WMT '11 Proceedings of the Sixth Workshop on Statistical Machine Translation
The UZH system combination system for WMT 2011
WMT '11 Proceedings of the Sixth Workshop on Statistical Machine Translation
Generative models of monolingual and bilingual gappy patterns
WMT '11 Proceedings of the Sixth Workshop on Statistical Machine Translation
Better evaluation metrics lead to better machine translation
EMNLP '11 Proceedings of the Conference on Empirical Methods in Natural Language Processing
Corroborating text evaluation results with heterogeneous measures
EMNLP '11 Proceedings of the Conference on Empirical Methods in Natural Language Processing
An integrated participatory platform for human evaluation of machine translation
Proceedings of the 12th ACM/IEEE-CS joint conference on Digital Libraries
SMT versus AI redux: how semantic fames evaluate MT more accurately
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Three
Toward statistical machine translation without parallel corpora
EACL '12 Proceedings of the 13th Conference of the European Chapter of the Association for Computational Linguistics
Does more data always yield better translations?
EACL '12 Proceedings of the 13th Conference of the European Chapter of the Association for Computational Linguistics
ONTS: "optima" news translation system
EACL '12 Proceedings of the Demonstrations at the 13th Conference of the European Chapter of the Association for Computational Linguistics
UOW: semantically informed text similarity
SemEval '12 Proceedings of the First Joint Conference on Lexical and Computational Semantics - Volume 1: Proceedings of the main conference and the shared task, and Volume 2: Proceedings of the Sixth International Workshop on Semantic Evaluation
ACCURAT toolkit for multi-level alignment and information extraction from comparable corpora
ACL '12 Proceedings of the ACL 2012 System Demonstrations
Character-level machine translation evaluation for languages with ambiguous word boundaries
ACL '12 Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics: Long Papers - Volume 1
PORT: a precision-order-recall MT evaluation metric for tuning
ACL '12 Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics: Long Papers - Volume 1
Probabilistic finite state machines for regression-based MT evaluation
EMNLP-CoNLL '12 Proceedings of the 2012 Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning
An empirical investigation of statistical significance in NLP
EMNLP-CoNLL '12 Proceedings of the 2012 Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning
Machine translation for multilingual summary content evaluation
Proceedings of Workshop on Evaluation Metrics and System Comparison for Automatic Summarization
SSST-6 '12 Proceedings of the Sixth Workshop on Syntax, Semantics and Structure in Statistical Translation
Unsupervised vs. supervised weight estimation for semantic MT evaluation metrics
SSST-6 '12 Proceedings of the Sixth Workshop on Syntax, Semantics and Structure in Statistical Translation
Putting human assessments of machine translation systems in order
WMT '12 Proceedings of the Seventh Workshop on Statistical Machine Translation
Findings of the 2012 workshop on statistical machine translation
WMT '12 Proceedings of the Seventh Workshop on Statistical Machine Translation
Improving AMBER, an MT evaluation metric
WMT '12 Proceedings of the Seventh Workshop on Statistical Machine Translation
TerrorCat: a translation error categorization-based MT quality metric
WMT '12 Proceedings of the Seventh Workshop on Statistical Machine Translation
Class error rates for evaluation of machine translation output
WMT '12 Proceedings of the Seventh Workshop on Statistical Machine Translation
SPEDE: probabilistic edit distance metrics for MT evaluation
WMT '12 Proceedings of the Seventh Workshop on Statistical Machine Translation
Fully automatic semantic MT evaluation
WMT '12 Proceedings of the Seventh Workshop on Statistical Machine Translation
Using targeted paraphrasing and monolingual crowdsourcing to improve translation
ACM Transactions on Intelligent Systems and Technology (TIST) - Special Sections on Paraphrasing; Intelligent Systems for Socially Aware Computing; Social Computing, Behavioral-Cultural Modeling, and Prediction
Automatically assessing machine summary content without a gold standard
Computational Linguistics
Fusion of word and letter based metrics for automatic MT evaluation
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Sentence-level ranking with quality estimation
Machine Translation
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This paper presents the results of the WMT10 and MetricsMATR10 shared tasks, which included a translation task, a system combination task, and an evaluation task. We conducted a large-scale manual evaluation of 104 machine translation systems and 41 system combination entries. We used the ranking of these systems to measure how strongly automatic metrics correlate with human judgments of translation quality for 26 metrics. This year we also investigated increasing the number of human judgments by hiring non-expert annotators through Amazon's Mechanical Turk.