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 8451–8475 of 10752 papers

Title	Date	Tasks	Status
On Statistical Machine Translation and Translation Theory	Sep 1, 2015	Machine TranslationTranslation	—Unverified
Novel Document Level Features for Statistical Machine Translation	Sep 1, 2015	Machine TranslationTranslation	—Unverified
Translation Model Adaptation Using Genre-Revealing Text Features	Sep 1, 2015	Domain AdaptationMachine Translation	—Unverified
Measuring `Registerness' in Human and Machine Translation: A Text Classification Approach	Sep 1, 2015	General ClassificationMachine Translation	—Unverified
An Exploration of Discourse-Based Sentence Spaces for Compositional Distributional Semantics	Sep 1, 2015	Machine TranslationNatural Language Inference	—Unverified
Document-Level Machine Translation Evaluation with Gist Consistency and Text Cohesion	Sep 1, 2015	Document Level Machine TranslationMachine Translation	—Unverified
Baseline Models for Pronoun Prediction and Pronoun-Aware Translation	Sep 1, 2015	Language ModellingMachine Translation	—Unverified
Detecting Document-level Context Triggers to Resolve Translation Ambiguity	Sep 1, 2015	Machine TranslationTranslation	—Unverified
Automatic Post-Editing for the DiscoMT Pronoun Translation Task	Sep 1, 2015	Automatic Post-EditingLanguage Modelling	—Unverified
A Document-Level SMT System with Integrated Pronoun Prediction	Sep 1, 2015	Machine Translation	—Unverified
Crosslingual Annotation and Analysis of Implicit Discourse Connectives for Machine Translation	Sep 1, 2015	Machine TranslationTranslation	—Unverified
Analysing ParCor and its Translations by State-of-the-art SMT Systems	Sep 1, 2015	Machine Translation	—Unverified
Identification and Disambiguation of Lexical Cues of Rhetorical Relations across Different Text Genres	Sep 1, 2015	Machine TranslationText Generation	—Unverified
The Role of Expectedness in the Implicitation and Explicitation of Discourse Relations	Sep 1, 2015	Machine Translation	—Unverified
A Maximum Entropy Classifier for Cross-Lingual Pronoun Prediction	Sep 1, 2015	Machine Translation	—Unverified
Computational Integration of Human Vision and Natural Language through Bitext Alignment	Sep 1, 2015	Image ClassificationMachine Translation	—Unverified
Comparison of Coreference Resolvers for Deep Syntax Translation	Sep 1, 2015	Coreference ResolutionMachine Translation	—Unverified
Rule-Based Pronominal Anaphora Treatment for Machine Translation	Sep 1, 2015	Machine TranslationTranslation	—Unverified
Reversibility reconsidered: finite-state factors for efficient probabilistic sampling in parsing and generation	Sep 1, 2015	Machine TranslationSemantic Parsing	—Unverified
ReVal: A Simple and Effective Machine Translation Evaluation Metric Based on Recurrent Neural Networks	Sep 1, 2015	Feature EngineeringMachine Translation	CodeCode Available
Foreebank: Syntactic Analysis of Customer Support Forums	Sep 1, 2015	Machine Translation	—Unverified
Reordering Grammar Induction	Sep 1, 2015	Machine Translation	—Unverified
Re-evaluating Automatic Summarization with BLEU and 192 Shades of ROUGE	Sep 1, 2015	Machine Translation	—Unverified
Feature-Rich Two-Stage Logistic Regression for Monolingual Alignment	Sep 1, 2015	Machine TranslationNatural Language Inference	—Unverified
Pre-Computable Multi-Layer Neural Network Language Models	Sep 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	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