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 826–850 of 10752 papers

Title	Date	Tasks	Status	Hype
SemEval-2017 Task 1: Semantic Textual Similarity - Multilingual and Cross-lingual Focused Evaluation	Jul 31, 2017	Machine TranslationQuestion Answering	CodeCode Available	1
Deep Architectures for Neural Machine Translation	Jul 24, 2017	DecoderGPU	CodeCode Available	1
A parallel corpus of Python functions and documentation strings for automated code documentation and code generation	Jul 7, 2017	Code GenerationData Augmentation	CodeCode Available	1
Plan, Attend, Generate: Character-level Neural Machine Translation with Planning in the Decoder	Jun 13, 2017	DecoderMachine Translation	CodeCode Available	1
Convolutional Sequence to Sequence Learning	May 8, 2017	Bangla Spelling Error CorrectionCPU	CodeCode Available	1
Data Augmentation for Low-Resource Neural Machine Translation	May 1, 2017	Data AugmentationLow Resource Neural Machine Translation	CodeCode Available	1
Sparse Communication for Distributed Gradient Descent	Apr 17, 2017	General Classificationimage-classification	CodeCode Available	1
What do Neural Machine Translation Models Learn about Morphology?	Apr 11, 2017	DecoderMachine Translation	CodeCode Available	1
Emergence of Grounded Compositional Language in Multi-Agent Populations	Mar 15, 2017	Machine TranslationQuestion Answering	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
Learning principled bilingual mappings of word embeddings while preserving monolingual invariance	Nov 1, 2016	Machine TranslationWord Embeddings	CodeCode Available	1
Diverse Beam Search: Decoding Diverse Solutions from Neural Sequence Models	Oct 7, 2016	DiversityImage Captioning	CodeCode Available	1
HyperNetworks	Sep 27, 2016	Handwriting generationLanguage Modelling	CodeCode Available	1
Context-Dependent Word Representation for Neural Machine Translation	Jul 3, 2016	DecoderMachine Translation	CodeCode Available	1
Sequence-Level Knowledge Distillation	Jun 25, 2016	Knowledge DistillationMachine Translation	CodeCode Available	1
3D U-Net: Learning Dense Volumetric Segmentation from Sparse Annotation	Jun 21, 2016	3D Instance SegmentationData Augmentation	CodeCode Available	1
Neural Language Correction with Character-Based Attention	Mar 31, 2016	DecoderLanguage Modeling	CodeCode Available	1
A Character-Level Decoder without Explicit Segmentation for Neural Machine Translation	Mar 19, 2016	Decoderde-en	CodeCode Available	1
Improving Neural Machine Translation Models with Monolingual Data	Nov 20, 2015	Cross-Lingual Bitext MiningDecoder	CodeCode Available	1
Neural Machine Translation of Rare Words with Subword Units	Aug 31, 2015	Machine TranslationNMT	CodeCode Available	1
Effective Approaches to Attention-based Neural Machine Translation	Aug 17, 2015	Image-guided Story Ending GenerationMachine Translation	CodeCode Available	1
Attention-Based Models for Speech Recognition	Jun 24, 2015	Machine TranslationPhoneme Recognition	CodeCode Available	1
On the Properties of Neural Machine Translation: Encoder-Decoder Approaches	Sep 3, 2014	DecoderMachine Translation	CodeCode Available	1
Neural Machine Translation by Jointly Learning to Align and Translate	Sep 1, 2014	Bangla Spelling Error CorrectionDecoder	CodeCode Available	1
Learning Phrase Representations using RNN Encoder-Decoder for Statistical Machine Translation	Jun 3, 2014	DecoderMachine 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