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 7551–7575 of 10752 papers

Title	Date	Tasks	Status
A Bayesian model for joint word alignment and part-of-speech transfer	Dec 1, 2016	Machine TranslationWord Alignment	—Unverified
Implicit Discourse Relation Recognition with Context-aware Character-enhanced Embeddings	Dec 1, 2016	Machine TranslationQuestion Answering	—Unverified
Improved Word Embeddings with Implicit Structure Information	Dec 1, 2016	Dependency ParsingLanguage Modeling	—Unverified
Improvement of VerbNet-like resources by frame typing	Dec 1, 2016	Machine TranslationQuestion Answering	—Unverified
Subdialectal Differences in Sorani Kurdish	Dec 1, 2016	General ClassificationInformation Retrieval	—Unverified
Kyoto University Participation to WAT 2016	Dec 1, 2016	Machine TranslationSpelling Correction	CodeCode Available
Kyoto-NMT: a Neural Machine Translation implementation in Chainer	Dec 1, 2016	Deep LearningLanguage Modeling	CodeCode Available
Borrow a Little from your Rich Cousin: Using Embeddings and Polarities of English Words for Multilingual Sentiment Classification	Dec 1, 2016	Feature EngineeringGeneral Classification	—Unverified
Creating rich online dictionaries for the Lao--French language pair, reusable for Machine Translation	Dec 1, 2016	Machine TranslationTranslation	—Unverified
K-SRL: Instance-based Learning for Semantic Role Labeling	Dec 1, 2016	Machine TranslationQuestion Answering	—Unverified
Korean FrameNet Expansion Based on Projection of Japanese FrameNet	Dec 1, 2016	Machine TranslationReading Comprehension	—Unverified
Improving Attention Modeling with Implicit Distortion and Fertility for Machine Translation	Dec 1, 2016	DecoderMachine Translation	—Unverified
Phrase-based Machine Translation using Multiple Preordering Candidates	Dec 1, 2016	DecoderMachine Translation	—Unverified
Integrating empty category detection into preordering Machine Translation	Dec 1, 2016	Machine TranslationSentence	—Unverified
Selecting Sentences versus Selecting Tree Constituents for Automatic Question Ranking	Dec 1, 2016	Community Question AnsweringMachine Translation	—Unverified
An Efficient and Effective Online Sentence Segmenter for Simultaneous Interpretation	Dec 1, 2016	Automatic Speech Recognition (ASR)Machine Translation	—Unverified
Corpus and dictionary development for classifiers/quantifiers towards a French-Japanese machine translation	Dec 1, 2016	Machine TranslationTranslation	—Unverified
Keynote Lecture 1: Practical Use of Machine Translation in International Organizations	Dec 1, 2016	Machine TranslationTranslation	—Unverified
Improving Word Alignment of Rare Words with Word Embeddings	Dec 1, 2016	Machine TranslationSentence	—Unverified
Integrating Encyclopedic Knowledge into Neural Language Models	Dec 1, 2016	Language ModelingLanguage Modelling	—Unverified
Convolution-Enhanced Bilingual Recursive Neural Network for Bilingual Semantic Modeling	Dec 1, 2016	Machine TranslationSemantic Similarity	—Unverified
Kathaa : NLP Systems as Edge-Labeled Directed Acyclic MultiGraphs	Dec 1, 2016	Machine TranslationTranslation	—Unverified
Controlling the Voice of a Sentence in Japanese-to-English Neural Machine Translation	Dec 1, 2016	DecoderMachine Translation	—Unverified
Improving Neural Translation Models with Linguistic Factors	Dec 1, 2016	Constituency ParsingDependency Parsing	—Unverified
Improving word alignment for low resource languages using English monolingual SRL	Dec 1, 2016	Machine TranslationMemorization	—Unverified

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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	Admin	BLEU score	43.8	—	Unverified
6	Transformer (ADMIN init)	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