SOTAVerified

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 8551–8600 of 10752 papers

TitleStatusHype
Automatic Construction of Discourse Corpora for Dialogue Translation—0
Automatic conversion of colloquial Finnishto standard Finnish—0
Automatic Conversion of Dialectal Tamil Text to Standard Written Tamil Text using FSTs—0
Automatic conversion of Indian Language Morphological Processors into Grammatical Framework (GF)—0
Automatic Creation of a Sentence Aligned Sinhala-Tamil Parallel Corpus—0
Automatic Cross-Lingual Similarization of Dependency Grammars for Tree-based Machine Translation—0
Automatic Detection and Language Identification of Multilingual Documents—0
Automatic Detection of Cognates Using Orthographic Alignment—0
Automatic Detection of Machine Translated Text and Translation Quality Estimation—0
Automatic Detection of Multilingual Dictionaries on the Web—0
Automatic Detection of Translation Direction—0
Automatic Diacritics Restoration for Hungarian—0
Automatic Discovery of Adposition Typology—0
Automatic Discrimination between Cognates and Borrowings—0
Automatic Discrimination of Human and Neural Machine Translation in Multilingual Scenarios—0
Automatic Enhancement of LTAG Treebank—0
Automatic Enrichment of Terminological Resources: the IATE RDF Example—0
Automatic Error Correction on Japanese Functional Expressions Using Character-based Neural Machine Translation—0
Automatic Essay Scoring Incorporating Rating Schema via Reinforcement Learning—0
Automatic Evaluation Metric for Machine Translation that is Independent of Sentence Length—0
Automatic Evaluation Metrics for Document-level Translation: Overview, Challenges and Trends—0
Automatic Evaluation of English-to-Korean and Korean-to-English Neural Machine Translation Systems by Linguistic Test Points—0
Automatic Extraction of Implicit Interpretations from Modal Constructions—0
Automatic Extraction of Learner Errors in ESL Sentences Using Linguistically Enhanced Alignments—0
Automatic Extraction of Synonyms for German Particle Verbs from Parallel Data with Distributional Similarity as a Re-Ranking Feature—0
Automatic Gender Identification and Reinflection in Arabic—0
Automatic generation of a 3D sign language avatar on AR glasses given 2D videos of human signers—0
Automatic Generation of Distractors for Fill-in-the-Blank Exercises with Round-Trip Neural Machine Translation—0
Automatic Grammatical Error Correction for Sequence-to-sequence Text Generation: An Empirical Study—0
Automatic Identification of Arabic Language Varieties and Dialects in Social Media—0
Automatic Identification of Aspectual Classes across Verbal Readings—0
Automatic Identification of Bengali Noun-Noun Compounds Using Random Forest—0
Automatic Identification of Maghreb Dialects Using a Dictionary-Based Approach—0
Automatic Idiom Identification in Wiktionary—0
Automatic Inference of the Tense of Chinese Events Using Implicit Linguistic Information—0
Automatic Interpretation of the English Possessive—0
Automatic Keyword Extraction on Twitter—0
Automatic Knowledge Acquisition for Case Alternation between the Passive and Active Voices in Japanese—0
Automatic lexical semantic classification of nouns—0
Automatic Machine Translation Evaluation using Source Language Inputs and Cross-lingual Language Model—0
Automatic Morphological Enrichment of a Morphologically Underspecified Treebank—0
Automatic MT Error Analysis: Hjerson Helping Addicter—0
Automatic Noun Compound Interpretation using Deep Neural Networks and Word Embeddings—0
Automatic Parallel Corpus Creation for Hindi-English News Translation Task—0
Automatic Parallel Fragment Extraction from Noisy Data—0
Automatic Post-Editing and Machine Translation Quality Estimation at eBay—0
Automatic Post-Editing for Machine Translation—0
Automatic Post-Editing for the DiscoMT Pronoun Translation Task—0
Automatic Prediction of the Performance of Every Parser—0
Automatic Propbank Generation for Turkish—0
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All datasetsWMT2014 English-GermanWMT2014 English-FrenchIWSLT2014 German-EnglishACESWMT2016 English-RomanianWMT2016 Romanian-EnglishWMT2014 German-EnglishIWSLT2015 German-EnglishWMT2016 English-GermanIWSLT2015 English-VietnameseIWSLT2015 English-GermanWMT2016 German-English

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Transformer Cycle (Rev)BLEU score35.14—Unverified
2Noisy back-translationBLEU score35—Unverified
3Transformer+Rep(Uni)BLEU score33.89—Unverified
4T5-11BBLEU score32.1—Unverified
5BiBERTBLEU score31.26—Unverified
6Transformer + R-DropBLEU score30.91—Unverified
7Bi-SimCutBLEU score30.78—Unverified
8BERT-fused NMTBLEU score30.75—Unverified
9Data Diversification - TransformerBLEU score30.7—Unverified
10SimCutBLEU score30.56—Unverified
#ModelMetricClaimedVerifiedStatus
1Transformer+BT (ADMIN init)BLEU score46.4—Unverified
2Noisy back-translationBLEU score45.6—Unverified
3mRASP+Fine-TuneBLEU score44.3—Unverified
4Transformer + R-DropBLEU score43.95—Unverified
5Transformer (ADMIN init)BLEU score43.8—Unverified
6AdminBLEU score43.8—Unverified
7BERT-fused NMTBLEU score43.78—Unverified
8MUSE(Paralllel Multi-scale Attention)BLEU score43.5—Unverified
9T5BLEU score43.4—Unverified
10Local Joint Self-attentionBLEU score43.3—Unverified
#ModelMetricClaimedVerifiedStatus
1PiNMTBLEU score40.43—Unverified
2BiBERTBLEU score38.61—Unverified
3Bi-SimCutBLEU score38.37—Unverified
4Cutoff + Relaxed Attention + LMBLEU score37.96—Unverified
5DRDABLEU score37.95—Unverified
6Transformer + R-Drop + CutoffBLEU score37.9—Unverified
7SimCutBLEU score37.81—Unverified
8Cutoff+KneeBLEU score37.78—Unverified
9CutoffBLEU score37.6—Unverified
10CipherDAugBLEU score37.53—Unverified
#ModelMetricClaimedVerifiedStatus
1HWTSC-Teacher-SimScore19.97—Unverified
2MS-COMET-22Score19.89—Unverified
3MS-COMET-QE-22Score19.76—Unverified
4KG-BERTScoreScore17.28—Unverified
5metricx_xl_DA_2019Score17.17—Unverified
6COMET-QEScore16.8—Unverified
7COMET-22Score16.31—Unverified
8UniTE-srcScore15.68—Unverified
9UniTE-refScore15.38—Unverified
10metricx_xxl_DA_2019Score15.24—Unverified