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 451–475 of 10752 papers

Title	Date	Tasks	Status	Hype
A Simple and Effective Approach to Automatic Post-Editing with Transfer Learning	Jul 1, 2019	Automatic Post-EditingDecoder	CodeCode Available	1
A Benchmark for Evaluating Machine Translation Metrics on Dialects Without Standard Orthography	Nov 28, 2023	Machine TranslationText Generation	CodeCode Available	1
Language-Informed Beam Search Decoding for Multilingual Machine Translation	Aug 11, 2024	Language IdentificationMachine Translation	CodeCode Available	1
Language Model Prior for Low-Resource Neural Machine Translation	Apr 30, 2020	Knowledge DistillationLanguage Modeling	CodeCode Available	1
A Simple but Tough-to-Beat Data Augmentation Approach for Natural Language Understanding and Generation	Sep 29, 2020	Data AugmentationMachine Translation	CodeCode Available	1
Large-Scale Streaming End-to-End Speech Translation with Neural Transducers	Apr 11, 2022	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	1
Learning Compact Metrics for MT	Oct 12, 2021	Cross-Lingual TransferLanguage Modeling	CodeCode Available	1
Learning Confidence for Transformer-based Neural Machine Translation	Mar 22, 2022	Machine TranslationNMT	CodeCode Available	1
Learning Language Specific Sub-network for Multilingual Machine Translation	May 19, 2021	AttributeMachine Translation	CodeCode Available	1
Learning Light-Weight Translation Models from Deep Transformer	Dec 27, 2020	Knowledge DistillationMachine Translation	CodeCode Available	1
Learning Phrase Representations using RNN Encoder-Decoder for Statistical Machine Translation	Jun 3, 2014	DecoderMachine Translation	CodeCode Available	1
Learning principled bilingual mappings of word embeddings while preserving monolingual invariance	Nov 1, 2016	Machine TranslationWord Embeddings	CodeCode Available	1
Learning to Generalize to More: Continuous Semantic Augmentation for Neural Machine Translation	Apr 14, 2022	Data AugmentationMachine Translation	CodeCode Available	1
Learning to Model Editing Processes	May 24, 2022	Machine Translationmodel	CodeCode Available	1
Learning to Rewrite for Non-Autoregressive Neural Machine Translation	Nov 1, 2021	Decoderde-en	CodeCode Available	1
Lego-MT: Learning Detachable Models for Massively Multilingual Machine Translation	Dec 20, 2022	Machine TranslationTranslation	CodeCode Available	1
A Large-Scale Study of Machine Translation in Turkic Languages	Nov 1, 2021	Machine TranslationNMT	CodeCode Available	1
Levenshtein Transformer	May 27, 2019	Automatic Post-EditingMachine Translation	CodeCode Available	1
Leveraging Pre-trained Checkpoints for Sequence Generation Tasks	Jul 29, 2019	DecoderMachine Translation	CodeCode Available	1
ALaRM: Align Language Models via Hierarchical Rewards Modeling	Mar 11, 2024	Long Form Question AnsweringMachine Translation	CodeCode Available	1
A Streaming Approach For Efficient Batched Beam Search	Oct 5, 2020	GPUMachine Translation	CodeCode Available	1
Lift Yourself Up: Retrieval-augmented Text Generation with Self Memory	May 3, 2023	Abstractive Text SummarizationDialogue Generation	CodeCode Available	1
ATR4S: Toolkit with State-of-the-art Automatic Terms Recognition Methods in Scala	Nov 23, 2016	Information RetrievalMachine Translation	CodeCode Available	1
Lightweight Adapter Tuning for Multilingual Speech Translation	Jun 2, 2021	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	1
Bad Characters: Imperceptible NLP Attacks	Jun 18, 2021	Machine Translation	CodeCode Available	1

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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