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 851–875 of 10752 papers

Title	Date	Tasks	Status	Hype	Score
End-to-End Non-Autoregressive Neural Machine Translation with Connectionist Temporal Classification	Nov 12, 2018	DecoderGeneral Classification	CodeCode Available	1	5
Relational Surrogate Loss Learning	Feb 26, 2022	image-classificationImage Classification	CodeCode Available	1	5
From MTEB to MTOB: Retrieval-Augmented Classification for Descriptive Grammars	Nov 23, 2024	DescriptiveIn-Context Learning	CodeCode Available	0	5
Align-to-Distill: Trainable Attention Alignment for Knowledge Distillation in Neural Machine Translation	Mar 3, 2024	Knowledge DistillationMachine Translation	CodeCode Available	0	5
From Priest to Doctor: Domain Adaptaion for Low-Resource Neural Machine Translation	Dec 1, 2024	Domain AdaptationLow Resource Neural Machine Translation	CodeCode Available	0	5
From Machine Translation to Code-Switching: Generating High-Quality Code-Switched Text	Jul 14, 2021	Data AugmentationLanguage Modeling	CodeCode Available	0	5
From Gameplay to Symbolic Reasoning: Learning SAT Solver Heuristics in the Style of Alpha(Go) Zero	Feb 14, 2018	Decision MakingDeep Reinforcement Learning	CodeCode Available	0	5
From Masked Language Modeling to Translation: Non-English Auxiliary Tasks Improve Zero-shot Spoken Language Understanding	May 15, 2021	intent-classificationIntent Classification	CodeCode Available	0	5
From the Paft to the Fiiture: a Fully Automatic NMT and Word Embeddings Method for OCR Post-Correction	Oct 12, 2019	BIG-bench Machine LearningMachine Translation	CodeCode Available	0	5
Found in Translation: Learning Robust Joint Representations by Cyclic Translations Between Modalities	Dec 19, 2018	Machine TranslationMultimodal Sentiment Analysis	CodeCode Available	0	5
FRAGE: Frequency-Agnostic Word Representation	Sep 18, 2018	Language ModelingLanguage Modelling	CodeCode Available	0	5
Formality Style Transfer with Shared Latent Space	Dec 1, 2020	Formality Style TransferMachine Translation	CodeCode Available	0	5
FRMT: A Benchmark for Few-Shot Region-Aware Machine Translation	Oct 1, 2022	Machine TranslationTranslation	CodeCode Available	0	5
Aligning Translation-Specific Understanding to General Understanding in Large Language Models	Jan 10, 2024	Machine TranslationTranslation	CodeCode Available	0	5
Adapting Word Embeddings to New Languages with Morphological and Phonological Subword Representations	Aug 28, 2018	AvgMachine Translation	CodeCode Available	0	5
F-MALLOC: Feed-forward Memory Allocation for Continual Learning in Neural Machine Translation	Apr 7, 2024	Continual LearningMachine Translation	CodeCode Available	0	5
FlowSense: A Natural Language Interface for Visual Data Exploration within a Dataflow System	Aug 2, 2019	Machine Translation	CodeCode Available	0	5
FLEURS: Few-shot Learning Evaluation of Universal Representations of Speech	May 25, 2022	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	0	5
Fixed and Adaptive Simultaneous Machine Translation Strategies Using Adapters	Jul 18, 2024	DecoderMachine Translation	CodeCode Available	0	5
Fitting Sentence Level Translation Evaluation with Many Dense Features	Oct 1, 2014	Learning-To-RankMachine Translation	CodeCode Available	0	5
Fixing Translation Divergences in Parallel Corpora for Neural MT	Oct 1, 2018	Machine TranslationSentence	CodeCode Available	0	5
In-Context Example Selection via Similarity Search Improves Low-Resource Machine Translation	Aug 1, 2024	DiversityIn-Context Learning	CodeCode Available	0	5
First the worst: Finding better gender translations during beam search	Apr 15, 2021	DiversityMachine Translation	CodeCode Available	0	5
Fixup Initialization: Residual Learning Without Normalization	Jan 27, 2019	General Classificationimage-classification	CodeCode Available	0	5
Focused Concatenation for Context-Aware Neural Machine Translation	Oct 24, 2022	DecoderMachine Translation	CodeCode Available	0	5

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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