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

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Showing 4651–4675 of 10752 papers

Title	Date	Tasks	Status
Learning Homographic Disambiguation Representation for Neural Machine Translation	Apr 12, 2023	Machine TranslationNatural Language Inference	—Unverified
Learning How to Conjugate the Romanian Verb. Rules for Regular and Partially Irregular Verbs	Apr 1, 2012	Language AcquisitionMachine Translation	—Unverified
Learning How to Translate North Korean through South Korean	Jan 27, 2022	Machine TranslationNMT	—Unverified
Learning Hybrid Representations to Retrieve Semantically Equivalent Questions	Jul 1, 2015	Information RetrievalKnowledge Graphs	—Unverified
Learning Improved Reordering Models for Urdu, Farsi and Italian using SMT	Dec 1, 2012	Machine Translation	—Unverified
Learning Joint Multilingual Sentence Representations with Neural Machine Translation	Apr 13, 2017	Joint Multilingual Sentence RepresentationsMachine Translation	—Unverified
Learning Language-Specific Layers for Multilingual Machine Translation	May 4, 2023	DecoderMachine Translation	—Unverified
Learning Lexical Entries for Robotic Commands using Crowdsourcing	Sep 8, 2016	Machine TranslationTranslation	—Unverified
Learning Monolingual Compositional Representations via Bilingual Supervision	Aug 1, 2016	Cross-Lingual Document ClassificationCross-Lingual Transfer	—Unverified
Learning Multilingual Expressive Speech Representation for Prosody Prediction without Parallel Data	Jun 29, 2023	Machine TranslationProsody Prediction	—Unverified
Learning Neural Representation for CLIR with Adversarial Framework	Oct 1, 2018	Document RankingInformation Retrieval	—Unverified
Learning New Semi-Supervised Deep Auto-encoder Features for Statistical Machine Translation	Jun 1, 2014	Information RetrievalMachine Translation	—Unverified
Learning Non-linear Features for Machine Translation Using Gradient Boosting Machines	Aug 1, 2013	Feature EngineeringLanguage Modelling	—Unverified
Learning Online Alignments with Continuous Rewards Policy Gradient	Aug 3, 2016	Machine TranslationQuestion Answering	—Unverified
Learning Paraphrasing for Multiword Expressions	Aug 1, 2016	Learning-To-RankMachine Translation	—Unverified
Learning Paraphrastic Sentence Embeddings from Back-Translated Bitext	Jun 6, 2017	Machine TranslationSentence	—Unverified
Learning Phrase Embeddings from Paraphrases with GRUs	Oct 13, 2017	Machine TranslationSentiment Analysis	—Unverified
Learning Phrase Representations using RNN Encoder--Decoder for Statistical Machine Translation	Oct 1, 2014	DecoderLanguage Modelling	—Unverified
Learning Policies for Multilingual Training of Neural Machine Translation Systems	Mar 11, 2021	Machine TranslationTranslation	—Unverified
Learning Polylingual Topic Models from Code-Switched Social Media Documents	Jun 1, 2014	Machine TranslationTopic Models	—Unverified
Learning Representations and Agents for Information Retrieval	Aug 16, 2019	Information RetrievalMachine Translation	—Unverified
Learning Robust Joint Representations for Multimodal Sentiment Analysis	Oct 22, 2018	Machine TranslationMultimodal Sentiment Analysis	—Unverified
Learning Semantic Composition to Detect Non-compositionality of Multiword Expressions	Sep 1, 2015	Machine TranslationSemantic Composition	—Unverified
Learning Semantic Representations for the Phrase Translation Model	Nov 28, 2013	Learning Semantic RepresentationsMachine Translation	—Unverified
Learning Semantic Word Embeddings based on Ordinal Knowledge Constraints	Jul 1, 2015	Language ModellingMachine Translation	—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	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