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 8601–8625 of 10752 papers

Title	Date	Tasks	Status
Counting What Counts: Decompounding for Keyphrase Extraction	Jul 1, 2015	ChunkingInformation Retrieval	—Unverified
Improving Chinese Grammatical Error Correction with Corpus Augmentation and Hierarchical Phrase-based Statistical Machine Translation	Jul 1, 2015	Grammatical Error CorrectionMachine Translation	—Unverified
IITP: Multiobjective Differential Evolution based Twitter Named Entity Recognition	Jul 1, 2015	Machine Translationnamed-entity-recognition	—Unverified
IHS\_RD: Lexical Normalization for English Tweets	Jul 1, 2015	Lexical NormalizationMachine Translation	—Unverified
A Methodology for Bilingual Lexicon Extraction from Comparable Corpora	Jul 1, 2015	Machine Translation	—Unverified
Conceptual Annotations Preserve Structure Across Translations: A French-English Case Study	Jul 1, 2015	Machine Translation	—Unverified
Sequential Annotation and Chunking of Chinese Discourse Structure	Jul 1, 2015	ChunkingMachine Translation	—Unverified
Grammatical Error Correction Considering Multi-word Expressions	Jul 1, 2015	Grammatical Error CorrectionMachine Translation	—Unverified
SAHSOH@QALB-2015 Shared Task: A Rule-Based Correction Method of Common Arabic Native and Non-Native Speakers' Errors	Jul 1, 2015	Machine TranslationMorphological Analysis	—Unverified
Whitepaper of NEWS 2015 Shared Task on Machine Transliteration	Jul 1, 2015	Machine TranslationTransliteration	—Unverified
Round trips with meaning stopovers	Jul 1, 2015	Machine TranslationSemantic Parsing	—Unverified
Robust Part-of-speech Tagging of Arabic Text	Jul 1, 2015	Machine TranslationMorphological Analysis	—Unverified
Accurate Cross-lingual Projection between Count-based Word Vectors by Exploiting Translatable Context Pairs	Jul 1, 2015	Information RetrievalMachine Translation	—Unverified
AIDA2: A Hybrid Approach for Token and Sentence Level Dialect Identification in Arabic	Jul 1, 2015	Dialect IdentificationMachine Translation	—Unverified
The SoNLP-DP System in the CoNLL-2015 shared Task	Jul 1, 2015	Machine TranslationText Summarization	—Unverified
Do dependency parsing metrics correlate with human judgments?	Jul 1, 2015	Dependency ParsingMachine Translation	—Unverified
Deep Neural Language Models for Machine Translation	Jul 1, 2015	Machine TranslationTranslation	—Unverified
Instance Selection Improves Cross-Lingual Model Training for Fine-Grained Sentiment Analysis	Jul 1, 2015	Language ModellingMachine Translation	—Unverified
Cross-lingual Transfer for Unsupervised Dependency Parsing Without Parallel Data	Jul 1, 2015	Cross-Lingual TransferDependency Parsing	—Unverified
Analyzing Optimization for Statistical Machine Translation: MERT Learns Verbosity, PRO Learns Length	Jul 1, 2015	Language ModellingMachine Translation	—Unverified
A Coactive Learning View of Online Structured Prediction in Statistical Machine Translation	Jul 1, 2015	Machine TranslationStructured Prediction	—Unverified
A Synchronous Hyperedge Replacement Grammar based approach for AMR parsing	Jul 1, 2015	AMR ParsingMachine Translation	—Unverified
WA-Continuum: Visualising Word Alignments across Multiple Parallel Sentences Simultaneously	Jul 1, 2015	Machine TranslationWord Alignment	—Unverified
What's in a Domain? Analyzing Genre and Topic Differences in Statistical Machine Translation	Jul 1, 2015	Domain AdaptationMachine Translation	—Unverified
A Language-Independent Feature Schema for Inflectional Morphology	Jul 1, 2015	Machine TranslationMorphological Analysis	—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