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 10301–10325 of 10752 papers

Title	Date	Tasks	Status
Probabilistic Finite State Machines for Regression-based MT Evaluation	Jul 1, 2012	Machine TranslationNatural Language Inference	—Unverified
Deciphering Foreign Language by Combining Language Models and Context Vectors	Jul 1, 2012	Language ModellingMachine Translation	—Unverified
Grammar Error Correction Using Pseudo-Error Sentences and Domain Adaptation	Jul 1, 2012	Domain AdaptationMachine Translation	—Unverified
LetsMT!: Cloud-Based Platform for Do-It-Yourself Machine Translation	Jul 1, 2012	Machine TranslationTranslation	—Unverified
A New Minimally-Supervised Framework for Domain Word Sense Disambiguation	Jul 1, 2012	Machine TranslationQuestion Answering	—Unverified
Left-to-Right Tree-to-String Decoding with Prediction	Jul 1, 2012	Language ModellingMachine Translation	—Unverified
Annotating Coordination in the Penn Treebank	Jul 1, 2012	Machine TranslationQuestion Answering	—Unverified
DeepPurple: Estimating Sentence Semantic Similarity using N-gram Regression Models and Web Snippets	Jul 1, 2012	Machine TranslationNatural Language Inference	—Unverified
Lattice-Based Minimum Error Rate Training Using Weighted Finite-State Transducers with Tropical Polynomial Weights	Jul 1, 2012	Machine Translation	—Unverified
Learning Translation Consensus with Structured Label Propagation	Jul 1, 2012	Machine TranslationTranslation	—Unverified
Learning to Translate with Multiple Objectives	Jul 1, 2012	Machine Translation	—Unverified
HDU: Cross-lingual Textual Entailment with SMT Features	Jul 1, 2012	Machine TranslationNatural Language Inference	—Unverified
Head-Driven Hierarchical Phrase-based Translation	Jul 1, 2012	Dependency ParsingMachine Translation	—Unverified
Head Finalization Reordering for Chinese-to-Japanese Machine Translation	Jul 1, 2012	Machine TranslationTranslation	—Unverified
A Comparative Study of Target Dependency Structures for Statistical Machine Translation	Jul 1, 2012	Machine TranslationTranslation	—Unverified
Combining Coherence Models and Machine Translation Evaluation Metrics for Summarization Evaluation	Jul 1, 2012	Machine TranslationTranslation	—Unverified
A Ranking-based Approach to Word Reordering for Statistical Machine Translation	Jul 1, 2012	Machine TranslationTranslation	—Unverified
Learning to Model Multilingual Unrestricted Coreference in OntoNotes	Jul 1, 2012	Coreference ResolutionMachine Translation	—Unverified
Heuristic Cube Pruning in Linear Time	Jul 1, 2012	Machine Translation	—Unverified
Collaboratively Building Language Resources while Localising the Web	Jul 1, 2012	Machine Translation	—Unverified
Learning to Find Translations and Transliterations on the Web	Jul 1, 2012	Information RetrievalMachine Translation	—Unverified
Hierarchical Chunk-to-String Translation	Jul 1, 2012	Machine TranslationTranslation	—Unverified
A Class-Based Agreement Model for Generating Accurately Inflected Translations	Jul 1, 2012	Dimensionality ReductionLanguage Modelling	—Unverified
How to Evaluate Opinionated Keyphrase Extraction?	Jul 1, 2012	Keyphrase ExtractionMachine Translation	—Unverified
Learning Better Rule Extraction with Translation Span Alignment	Jul 1, 2012	Machine TranslationTranslation	—Unverified

Show:10 25 50

← PrevPage 413 of 431Next →

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