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 6201–6225 of 10752 papers

Title	Date	Tasks	Status
Experiments with Easy-first nonprojective constituent parsing	Aug 1, 2014	Dependency ParsingMachine Translation	—Unverified
Experiments with Generative Models for Dependency Tree Linearization	Sep 1, 2015	Machine TranslationText Generation	—Unverified
Experiments with POS-based restructuring and alignment-based reordering for statistical machine translation	Aug 1, 2013	Machine TranslationPOS	—Unverified
Experiments with Term Translation	Dec 1, 2012	Machine TranslationTranslation	—Unverified
Explainable Deep RDFS Reasoner	Feb 10, 2020	Machine TranslationTranslation	—Unverified
Explaining and Generalizing Back-Translation through Wake-Sleep	Jun 12, 2018	Machine TranslationTranslation	—Unverified
Explaining Sequence-Level Knowledge Distillation as Data-Augmentation for Neural Machine Translation	Dec 6, 2019	Data AugmentationKnowledge Distillation	—Unverified
Explicit Cross-lingual Pre-training for Unsupervised Machine Translation	Aug 31, 2019	DecoderLanguage Modeling	—Unverified
Explicit Reordering for Neural Machine Translation	Apr 8, 2020	Machine TranslationNMT	—Unverified
Exploiting a Large Strongly Comparable Corpus	May 1, 2016	Machine TranslationTranslation	—Unverified
Exploiting Bilingual Translation for Question Retrieval in Community-Based Question Answering	Dec 1, 2012	Community Question AnsweringMachine Translation	—Unverified
Exploiting Common Characters in Chinese and Japanese to Learn Cross-Lingual Word Embeddings via Matrix Factorization	Jul 1, 2018	Cross-Lingual Word EmbeddingsMachine Translation	—Unverified
Exploiting Deep Representations for Neural Machine Translation	Oct 24, 2018	DecoderMachine Translation	—Unverified
Exploiting Domain-Specific Parallel Data on Multilingual Language Models for Low-resource Language Translation	Dec 27, 2024	Machine TranslationNMT	—Unverified
Exploiting Language Models for Visual Recognition	Oct 1, 2013	Language ModellingMachine Translation	—Unverified
Exploiting Language Relatedness in Machine Translation Through Domain Adaptation Techniques	Mar 3, 2023	Domain AdaptationLanguage Modelling	—Unverified
Exploiting Linguistic Resources for Neural Machine Translation Using Multi-task Learning	Aug 3, 2017	Machine TranslationMulti-Task Learning	—Unverified
Exploiting Monolingual Data at Scale for Neural Machine Translation	Nov 1, 2019	Machine TranslationNMT	—Unverified
Exploiting Multilingualism in Low-resource Neural Machine Translation via Adversarial Learning	Mar 31, 2023	DenoisingLow Resource Neural Machine Translation	—Unverified
Exploiting Multilingualism through Multistage Fine-Tuning for Low-Resource Neural Machine Translation	Nov 1, 2019	Low Resource Neural Machine TranslationLow-Resource Neural Machine Translation	—Unverified
Exploiting N-Best Hypotheses to Improve an SMT Approach to Grammatical Error Correction	Jun 1, 2016	Grammatical Error CorrectionMachine Translation	—Unverified
Exploiting Neural Query Translation into Cross Lingual Information Retrieval	Oct 26, 2020	Cross-Lingual Information RetrievalData Augmentation	—Unverified
Exploiting Non-Taxonomic Relations for Measuring Semantic Similarity and Relatedness in WordNet	Jun 22, 2020	ClusteringInformation Retrieval	—Unverified
Exploiting Out-of-Domain Data Sources for Dialectal Arabic Statistical Machine Translation	Sep 7, 2015	Machine TranslationTranslation	—Unverified
Exploiting Parallel Corpus for Handling Out-of-Vocabulary Words	Nov 1, 2013	Machine TranslationTransliteration	—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