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 8651–8700 of 10752 papers

Title	Date	Tasks	Status	Hype
Scalable Large-Margin Structured Learning: Theory and Algorithms	Jul 1, 2015	Learning TheoryMachine Translation	—Unverified	0
Revisiting Word Embedding for Contrasting Meaning	Jul 1, 2015	Machine TranslationSpeech Recognition	CodeCode Available	0
Representation Based Translation Evaluation Metrics	Jul 1, 2015	Machine TranslationTranslation	—Unverified	0
Tweet Normalization with Syllables	Jul 1, 2015	Lexical NormalizationMachine Translation	—Unverified	0
Recurrent Neural Network based Rule Sequence Model for Statistical Machine Translation	Jul 1, 2015	Machine TranslationTranslation	—Unverified	0
Unsupervised Prediction of Acceptability Judgements	Jul 1, 2015	Language ModellingMachine Translation	—Unverified	0
Unifying Bayesian Inference and Vector Space Models for Improved Decipherment	Jul 1, 2015	Bayesian InferenceDecipherment	—Unverified	0
Feature Optimization for Constituent Parsing via Neural Networks	Jul 1, 2015	Dependency ParsingFeature Engineering	—Unverified	0
Exploring the Planet of the APEs: a Comparative Study of State-of-the-art Methods for MT Automatic Post-Editing	Jul 1, 2015	Automatic Post-EditingDomain Adaptation	—Unverified	0
Orthogonality of Syntax and Semantics within Distributional Spaces	Jul 1, 2015	Machine TranslationQuestion Answering	—Unverified	0
Online Multitask Learning for Machine Translation Quality Estimation	Jul 1, 2015	Machine TranslationTranslation	CodeCode Available	0
Evaluating Machine Translation Systems with Second Language Proficiency Tests	Jul 1, 2015	Machine TranslationTranslation	—Unverified	0
Entity Hierarchy Embedding	Jul 1, 2015	Entity LinkingInformation Retrieval	—Unverified	0
Multi-Task Learning for Multiple Language Translation	Jul 1, 2015	Machine TranslationMulti-Task Learning	—Unverified	0
Efficient Top-Down BTG Parsing for Machine Translation Preordering	Jul 1, 2015	Machine TranslationTranslation	—Unverified	0
Efficient Disfluency Detection with Transition-based Parsing	Jul 1, 2015	Machine TranslationSpeech Recognition	—Unverified	0
MultiGranCNN: An Architecture for General Matching of Text Chunks on Multiple Levels of Granularity	Jul 1, 2015	Machine TranslationParaphrase Identification	—Unverified	0
Domain-Specific Paraphrase Extraction	Jul 1, 2015	Machine Translation	—Unverified	0
A Framework for the Construction of Monolingual and Cross-lingual Word Similarity Datasets	Jul 1, 2015	Information RetrievalMachine Translation	—Unverified	0
Trans-dimensional Random Fields for Language Modeling	Jul 1, 2015	Information RetrievalLanguage Modeling	—Unverified	0
Discriminative Preordering Meets Kendall's Maximization	Jul 1, 2015	Machine Translation	—Unverified	0
Lexicon Stratification for Translating Out-of-Vocabulary Words	Jul 1, 2015	Machine TranslationTransliteration	—Unverified	0
Learning to Adapt Credible Knowledge in Cross-lingual Sentiment Analysis	Jul 1, 2015	Machine TranslationSentiment Analysis	—Unverified	0
Learning Tag Embeddings and Tag-specific Composition Functions in Recursive Neural Network	Jul 1, 2015	Machine TranslationSentiment Analysis	—Unverified	0
Learning Semantic Word Embeddings based on Ordinal Knowledge Constraints	Jul 1, 2015	Language ModellingMachine Translation	—Unverified	0
A Context-Aware Topic Model for Statistical Machine Translation	Jul 1, 2015	Machine TranslationTranslation	—Unverified	0
Learning Bilingual Sentiment Word Embeddings for Cross-language Sentiment Classification	Jul 1, 2015	ClassificationGeneral Classification	—Unverified	0
Knowledge Portability with Semantic Expansion of Ontology Labels	Jul 1, 2015	Information RetrievalMachine Translation	—Unverified	0
Joint Information Extraction and Reasoning: A Scalable Statistical Relational Learning Approach	Jul 1, 2015	Entity Extraction using GANMachine Translation	—Unverified	0
Word-based Japanese typed dependency parsing with grammatical function analysis	Jul 1, 2015	Dependency ParsingMachine Translation	—Unverified	0
A Unified Kernel Approach for Learning Typed Sentence Rewritings	Jul 1, 2015	Machine TranslationNatural Language Inference	—Unverified	0
Improving Evaluation of Machine Translation Quality Estimation	Jul 1, 2015	Machine TranslationTranslation	—Unverified	0
SensEmbed: Learning Sense Embeddings for Word and Relational Similarity	Jul 1, 2015	Machine TranslationSemantic Textual Similarity	—Unverified	0
String-to-Tree Multi Bottom-up Tree Transducers	Jul 1, 2015	Machine Translation	—Unverified	0
Semantic Role Labeling Improves Incremental Parsing	Jul 1, 2015	Information RetrievalMachine Translation	—Unverified	0
Syntax-based Simultaneous Translation through Prediction of Unseen Syntactic Constituents	Jul 1, 2015	Boundary DetectionMachine Translation	—Unverified	0
genCNN: A Convolutional Architecture for Word Sequence Prediction	Jul 1, 2015	Language ModellingMachine Translation	—Unverified	0
Attention-Based Models for Speech Recognition	Jun 24, 2015	Machine TranslationPhoneme Recognition	CodeCode Available	1
New Approach to translation of Isolated Units in English-Korean Machine Translation	Jun 23, 2015	Machine TranslationTranslation	—Unverified	0
A Neural Network Approach to Context-Sensitive Generation of Conversational Responses	Jun 22, 2015	Information RetrievalMachine Translation	—Unverified	0
A Deep Memory-based Architecture for Sequence-to-Sequence Learning	Jun 22, 2015	Machine TranslationSentence	—Unverified	0
Robust Subgraph Generation Improves Abstract Meaning Representation Parsing	Jun 10, 2015	Abstract Meaning RepresentationAMR Parsing	—Unverified	0
Beyond Temporal Pooling: Recurrence and Temporal Convolutions for Gesture Recognition in Video	Jun 5, 2015	Gesture RecognitionImage Captioning	CodeCode Available	0
A Hybrid Model for Enhancing Lexical Statistical Machine Translation (SMT)	Jun 3, 2015	Language ModelingLanguage Modelling	—Unverified	0
Predicting Prepositions for SMT	Jun 1, 2015	Language ModellingMachine Translation	—Unverified	0
Part of Speech Annotation of Intermediate Versions in the Keystroke Logged Translation Corpus	Jun 1, 2015	Machine TranslationTranslation	—Unverified	0
Paraphrase Identification and Semantic Similarity in Twitter with Simple Features	Jun 1, 2015	Information RetrievalMachine Translation	—Unverified	0
A Language Detection System for Short Chats in Mobile Games	Jun 1, 2015	Machine TranslationPart-Of-Speech Tagging	—Unverified	0
Non-projective Dependency-based Pre-Reordering with Recurrent Neural Network for Machine Translation	Jun 1, 2015	Combinatorial OptimizationMachine Translation	—Unverified	0
What Matters Most in Morphologically Segmented SMT Models?	Jun 1, 2015	Machine TranslationTransliteration	—Unverified	0

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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