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 8901–8950 of 10752 papers

TitleStatusHype
Hybrid Approach to Zero Subject Resolution for multilingual MT - Spanish-to-KoreanCases -—0
English to Punjabi Transliteration using Orthographic and Phonetic Information—0
Improvement of Statistical Machine Translation using Charater-Based Segmentationwith Monolingual and Bilingual Information—0
Accurate Identification of the Karta (Subject) Relation in Bangla—0
PaCMan : Parallel Corpus Management Workbench—0
Handling Plurality in Bengali Noun Phrases—0
SMT from Agglutinative Languages: Use of Suffix Separation and Word Splitting—0
Correlating decoding events with errors in Statistical Machine Translation—0
Improving Statistical Machine Translation Accuracy Using Bilingual Lexicon Extractionwith Paraphrases—0
Detecting the Untranslatable Colloquial Expressions of Japanese Verbs in Cross-Language Instant Messaging—0
Sentential Paraphrase Generation for Agglutinative Languages Using SVM with a String Kernel—0
Merging Verb Senses of Hindi WordNet using Word Embeddings—0
Word net based Method for Determining Semantic Sentence Similarity through various Word Senses—0
Zero-Shot Learning of Language Models for Describing Human Actions Based on Semantic Compositionality of Actions—0
Translation of TO infinitives in Anusaaraka Platform: an English Hindi MT system—0
Word Sense Induction for Machine Translation—0
Unifying Visual-Semantic Embeddings with Multimodal Neural Language ModelsCode0
Sinhala-Tamil Machine Translation: Towards better Translation Quality—0
The Effect of Dependency Representation Scheme on Syntactic Language Modelling—0
OCR and Automated Translation for the Navigation of non-English Handsets: A Feasibility Study with Arabic—0
An analysis of a French as a Foreign Language Corpus for Readability Assessment—0
Addressing the Rare Word Problem in Neural Machine TranslationCode0
Bucking the Trend: Large-Scale Cost-Focused Active Learning for Statistical Machine Translation—0
Using Mechanical Turk to Build Machine Translation Evaluation Sets—0
A Modality Lexicon and its use in Automatic Tagging—0
POLYGLOT-NER: Massive Multilingual Named Entity Recognition—0
Not All Neural Embeddings are Born Equal—0
Predicting Dialect Variation in Immigrant Contexts Using Light Verb Constructions—0
A Joint Model for Unsupervised Chinese Word Segmentation—0
CMUQ@QALB-2014: An SMT-based System for Automatic Arabic Error Correction—0
Coarse-grained Candidate Generation and Fine-grained Re-ranking for Chinese Abbreviation Prediction—0
Overview of the 1st Workshop on Asian Translation—0
Combining Punctuation and Disfluency Prediction: An Empirical Study—0
Combining String and Context Similarity for Bilingual Term Alignment from Comparable Corpora—0
A Human Judgement Corpus and a Metric for Arabic MT Evaluation—0
Comparing Representations of Semantic Roles for String-To-Tree Decoding—0
Predicate-Argument Structure-based Preordering for Japanese-English Statistical Machine Translation of Scientific Papers—0
Predicting Chinese Abbreviations with Minimum Semantic Unit and Global Constraints—0
On the Properties of Neural Machine Translation: Encoder--Decoder Approaches—0
Confidence-based Rewriting of Machine Translation Output—0
Consistent Improvement in Translation Quality of Chinese-Japanese Technical Texts by Adding Additional Quasi-parallel Training Data—0
Preference Grammars and Soft Syntactic Constraints for GHKM Syntax-based Statistical Machine Translation—0
Improving Word Alignment using Word Similarity—0
Cross-lingual Dependency Parsing of Related Languages with Rich Morphosyntactic Tagsets—0
Probabilistic Models of Cross-Lingual Semantic Similarity in Context Based on Latent Cross-Lingual Concepts Induced from Comparable Data—0
Submodularity for Data Selection in Machine Translation—0
Proceedings of the 1st Workshop on Asian Translation (WAT2014)—0
Aligning context-based statistical models of language with brain activity during reading—0
A Framework for the Classification and Annotation of Multiword Expressions in Dialectal Arabic—0
Aligning English Strings with Abstract Meaning Representation Graphs—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