Machine Translation

Machine translation is the task of translating a sentence in a source language to a different target language.

Approaches for machine translation can range from rule-based to statistical to neural-based. More recently, encoder-decoder attention-based architectures like BERT have attained major improvements in machine translation.

One of the most popular datasets used to benchmark machine translation systems is the WMT family of datasets. Some of the most commonly used evaluation metrics for machine translation systems include BLEU, METEOR, NIST, and others.

( Image credit: Google seq2seq )

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 9001–9050 of 10752 papers

Title	Date	Tasks	Status	Hype
Fitting Sentence Level Translation Evaluation with Many Dense Features	Oct 1, 2014	Learning-To-RankMachine Translation	CodeCode Available	0
Dependency Parsing for Weibo: An Efficient Probabilistic Logic Programming Approach	Oct 1, 2014	Dependency ParsingMachine Translation	—Unverified	0
Probabilistic Models of Cross-Lingual Semantic Similarity in Context Based on Latent Cross-Lingual Concepts Induced from Comparable Data	Oct 1, 2014	Information RetrievalMachine Translation	—Unverified	0
Combining Punctuation and Disfluency Prediction: An Empirical Study	Oct 1, 2014	Machine TranslationPrediction	—Unverified	0
Better Statistical Machine Translation through Linguistic Treatment of Phrasal Verbs	Oct 1, 2014	Machine TranslationTranslation	—Unverified	0
Learning to Differentiate Better from Worse Translations	Oct 1, 2014	Learning-To-RankMachine Translation	—Unverified	0
Beyond Parallel Data: Joint Word Alignment and Decipherment Improves Machine Translation	Oct 1, 2014	DeciphermentMachine Translation	—Unverified	0
Semantic-Based Multilingual Document Clustering via Tensor Modeling	Oct 1, 2014	ClusteringInformation Retrieval	—Unverified	0
Learning to Translate: A Query-Specific Combination Approach for Cross-Lingual Information Retrieval	Oct 1, 2014	Cross-Lingual Information RetrievalInformation Retrieval	—Unverified	0
Aligning English Strings with Abstract Meaning Representation Graphs	Oct 1, 2014	Abstract Meaning RepresentationMachine Translation	—Unverified	0
Neural Network Based Bilingual Language Model Growing for Statistical Machine Translation	Oct 1, 2014	Language ModelingLanguage Modelling	—Unverified	0
Aligning context-based statistical models of language with brain activity during reading	Oct 1, 2014	Language ModellingMachine Translation	—Unverified	0
Two Improvements to Left-to-Right Decoding for Hierarchical Phrase-based Machine Translation	Oct 1, 2014	Language ModellingMachine Translation	—Unverified	0
Transformation from Discontinuous to Continuous Word Alignment Improves Translation Quality	Oct 1, 2014	Machine TranslationTranslation	—Unverified	0
Testing for Significance of Increased Correlation with Human Judgment	Oct 1, 2014	Machine Translation	—Unverified	0
Syntax-Augmented Machine Translation using Syntax-Label Clustering	Oct 1, 2014	ClusteringMachine Translation	—Unverified	0
Translation Rules with Right-Hand Side Lattices	Oct 1, 2014	Language ModellingMachine Translation	—Unverified	0
Syntactic SMT Using a Discriminative Text Generation Model	Oct 1, 2014	Machine TranslationText Generation	—Unverified	0
Translation Modeling with Bidirectional Recurrent Neural Networks	Oct 1, 2014	Language ModellingMachine Translation	—Unverified	0
Unsupervised Word Alignment Using Frequency Constraint in Posterior Regularized EM	Oct 1, 2014	Machine TranslationWord Alignment	—Unverified	0
System Combination for Grammatical Error Correction	Oct 1, 2014	Grammatical Error CorrectionMachine Translation	—Unverified	0
Submodularity for Data Selection in Machine Translation	Oct 1, 2014	Language ModellingMachine Translation	—Unverified	0
Improving the Performance of English-Tamil Statistical Machine Translation System using Source-Side Pre-Processing	Sep 29, 2014	Machine TranslationSentence	—Unverified	0
Semantically-Informed Syntactic Machine Translation: A Tree-Grafting Approach	Sep 24, 2014	Machine TranslationTranslation	—Unverified	0
Using crowdsourcing system for creating site-specific statistical machine translation engine	Sep 19, 2014	Machine TranslationSentence	—Unverified	0
10,000+ Times Accelerated Robust Subset Selection (ARSS)	Sep 12, 2014	10-shot image generationAction Recognition	—Unverified	0
Sequence to Sequence Learning with Neural Networks	Sep 10, 2014	Machine TranslationSentence	CodeCode Available	0
Recurrent Neural Network Regularization	Sep 8, 2014	Caption GenerationImage Captioning	CodeCode Available	0
On the Properties of Neural Machine Translation: Encoder-Decoder Approaches	Sep 3, 2014	DecoderMachine Translation	CodeCode Available	1
Overcoming the Curse of Sentence Length for Neural Machine Translation using Automatic Segmentation	Sep 3, 2014	Machine TranslationSentence	—Unverified	0
Obituary: Charles J. Fillmore	Sep 1, 2014	Machine TranslationSemantic Role Labeling	—Unverified	0
Pushdown Automata in Statistical Machine Translation	Sep 1, 2014	Language ModellingMachine Translation	—Unverified	0
Neural Machine Translation by Jointly Learning to Align and Translate	Sep 1, 2014	Bangla Spelling Error CorrectionDecoder	CodeCode Available	1
Inducing Discourse Connectives from Parallel Texts	Aug 1, 2014	Machine TranslationWord Alignment	—Unverified	0
Inferring Knowledge with Word Refinements in a Crowdsourced Lexical-Semantic Network	Aug 1, 2014	Machine Translation	—Unverified	0
Investigating the Usefulness of Generalized Word Representations in SMT	Aug 1, 2014	Machine TranslationMorphological Analysis	—Unverified	0
Japanese Word Reordering Integrated with Dependency Parsing	Aug 1, 2014	Dependency ParsingMachine Translation	—Unverified	0
Argument structure of adverbial derivatives in Russian	Aug 1, 2014	Machine TranslationNatural Language Inference	—Unverified	0
Identification of Basic Phrases for Kazakh Language using Maximum Entropy Model	Aug 1, 2014	Machine TranslationMorphological Analysis	—Unverified	0
Latent Domain Translation Models in Mix-of-Domains Haystack	Aug 1, 2014	Machine TranslationTranslation	—Unverified	0
Learning the Taxonomy of Function Words for Parsing	Aug 1, 2014	Information RetrievalMachine Translation	—Unverified	0
Limitations of MT Quality Estimation Supervised Systems: The Tails Prediction Problem	Aug 1, 2014	Machine Translation	—Unverified	0
A Neural Reordering Model for Phrase-based Translation	Aug 1, 2014	Machine TranslationTranslation	—Unverified	0
An Entity-Centric Coreference Resolution System for Person Entities with Rich Linguistic Information	Aug 1, 2014	coreference-resolutionCoreference Resolution	—Unverified	0
A Supervised Learning Approach Towards Profiling the Preservation of Authorial Style in Literary Translations	Aug 1, 2014	Machine TranslationText Classification	—Unverified	0
Machine Translation Quality Estimation Across Domains	Aug 1, 2014	Machine TranslationTranslation	—Unverified	0
Fourteen Light Tasks for comparing Analogical and Phrase-based Machine Translation	Aug 1, 2014	Machine TranslationTranslation	—Unverified	0
Fast Domain Adaptation of SMT models without in-Domain Parallel Data	Aug 1, 2014	Domain AdaptationMachine Translation	—Unverified	0
MT-EQuAl: a Toolkit for Human Assessment of Machine Translation Output	Aug 1, 2014	Machine TranslationTranslation	—Unverified	0
Augment Dependency-to-String Translation with Fixed and Floating Structures	Aug 1, 2014	Machine TranslationTranslation	—Unverified	0

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All datasets WMT2014 English-German WMT2014 English-French IWSLT2014 German-English ACES WMT2016 English-Romanian WMT2016 Romanian-English WMT2014 German-English IWSLT2015 German-English WMT2016 English-German IWSLT2015 English-Vietnamese IWSLT2015 English-German WMT2016 German-English

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	Transformer Cycle (Rev)	BLEU score	35.14	—	Unverified
2	Noisy back-translation	BLEU score	35	—	Unverified
3	Transformer+Rep(Uni)	BLEU score	33.89	—	Unverified
4	T5-11B	BLEU score	32.1	—	Unverified
5	BiBERT	BLEU score	31.26	—	Unverified
6	Transformer + R-Drop	BLEU score	30.91	—	Unverified
7	Bi-SimCut	BLEU score	30.78	—	Unverified
8	BERT-fused NMT	BLEU score	30.75	—	Unverified
9	Data Diversification - Transformer	BLEU score	30.7	—	Unverified
10	SimCut	BLEU score	30.56	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Transformer+BT (ADMIN init)	BLEU score	46.4	—	Unverified
2	Noisy back-translation	BLEU score	45.6	—	Unverified
3	mRASP+Fine-Tune	BLEU score	44.3	—	Unverified
4	Transformer + R-Drop	BLEU score	43.95	—	Unverified
5	Transformer (ADMIN init)	BLEU score	43.8	—	Unverified
6	Admin	BLEU score	43.8	—	Unverified
7	BERT-fused NMT	BLEU score	43.78	—	Unverified
8	MUSE(Paralllel Multi-scale Attention)	BLEU score	43.5	—	Unverified
9	T5	BLEU score	43.4	—	Unverified
10	Local Joint Self-attention	BLEU score	43.3	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PiNMT	BLEU score	40.43	—	Unverified
2	BiBERT	BLEU score	38.61	—	Unverified
3	Bi-SimCut	BLEU score	38.37	—	Unverified
4	Cutoff + Relaxed Attention + LM	BLEU score	37.96	—	Unverified
5	DRDA	BLEU score	37.95	—	Unverified
6	Transformer + R-Drop + Cutoff	BLEU score	37.9	—	Unverified
7	SimCut	BLEU score	37.81	—	Unverified
8	Cutoff+Knee	BLEU score	37.78	—	Unverified
9	Cutoff	BLEU score	37.6	—	Unverified
10	CipherDAug	BLEU score	37.53	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	HWTSC-Teacher-Sim	Score	19.97	—	Unverified
2	MS-COMET-22	Score	19.89	—	Unverified
3	MS-COMET-QE-22	Score	19.76	—	Unverified
4	KG-BERTScore	Score	17.28	—	Unverified
5	metricx_xl_DA_2019	Score	17.17	—	Unverified
6	COMET-QE	Score	16.8	—	Unverified
7	COMET-22	Score	16.31	—	Unverified
8	UniTE-src	Score	15.68	—	Unverified
9	UniTE-ref	Score	15.38	—	Unverified
10	metricx_xxl_DA_2019	Score	15.24	—	Unverified