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

Showing 83518400 of 10752 papers

TitleStatusHype
POS Tagging for Arabic Tweets0
Arabic-English Semantic Word Class Alignment to Improve Statistical Machine Translation0
Using the Textual Content of the LMF-Normalized Dictionaries for Identifying and Linking the Syntactic Behaviors to the Meanings0
A Procedural Definition of Multi-word Lexical Units0
One Tree is not Enough: Cross-lingual Accumulative Structure Transfer for Semantic Indeterminacy0
Evaluating the Impact of Using a Domain-specific Bilingual Lexicon on the Performance of a Hybrid Machine Translation Approach0
TBXTools: A Free, Fast and Flexible Tool for Automatic Terminology Extraction0
Named Entity Recognition of Persons' Names in Arabic Tweets0
A New Approach for Idiom Identification Using Meanings and the Web0
Learning the Impact of Machine Translation Evaluation Metrics for Semantic Textual Similarity0
Automatic Text Simplification for Spanish: Comparative Evaluation of Various Simplification Strategies0
DanProof: Pedagogical Spell and Grammar Checking for Danish0
Cross-lingual Synonymy Overlap0
Statistical Sandhi Splitter and its Effect on NLP Applications0
A Statistical Model for Measuring Structural Similarity between Webpages0
Unsupervised learning of agglutinated morphology using nested Pitman-Yor process based morpheme induction algorithm0
From European Portuguese to Portuguese Sign Language0
CATaLog: New Approaches to TM and Post Editing Interfaces0
Experiments on Active Learning for Croatian Word Sense Disambiguation0
Experiments in Discriminating Similar Languages0
Building Monolingual Word Alignment Corpus for the Greater China Region0
E-law Module Supporting Lawyers in the Process of Knowledge Discovery from Legal Documents0
Small in Size, Big in Precision: A Case for Using Language-Specific Lexical Resources for Word Sense Disambiguation0
Language Identification using Classifier Ensembles0
Increasing Coverage of Translation Memories with Linguistically Motivated Segment Combination Methods0
A Two-level Classifier for Discriminating Similar Languages0
WikiTrans: Swedish-Danish Machine Translation in a Constraint Grammar Framework0
Results of the WMT15 Tuning Shared Task0
Results of the WMT15 Metrics Shared Task0
Alignment-based sense selection in METEOR and the RATATOUILLE recipe0
The Karlsruhe Institute of Technology Translation Systems for the WMT 20150
Referential Translation Machines for Predicting Translation Quality and Related Statistics0
The University of Illinois submission to the WMT 2015 Shared Translation Task0
QUality Estimation from ScraTCH (QUETCH): Deep Learning for Word-level Translation Quality Estimation0
Findings of the 2015 Workshop on Statistical Machine Translation0
Tuning Phrase-Based Segmented Translation for a Morphologically Complex Target Language0
Proceedings of the Tenth Workshop on Statistical Machine Translation0
CimS - The CIS and IMS Joint Submission to WMT 2015 addressing morphological and syntactic differences in English to German SMT0
chrF: character n-gram F-score for automatic MT evaluation0
Predicting Machine Translation Adequacy with Document Embeddings0
Semantic Tuples for Evaluation of Image to Sentence Generation0
Extended Translation Models in Phrase-based Decoding0
ParFDA for Fast Deployment of Accurate Statistical Machine Translation Systems, Benchmarks, and Statistics0
CASICT-DCU Participation in WMT2015 Metrics Task0
Strategy-Based Technology for Estimating MT Quality0
Exact Decoding with Multi Bottom-Up Tree Transducers0
USAAR-SAPE: An English--Spanish Statistical Automatic Post-Editing System0
UGENT-LT3 SCATE System for Machine Translation Quality Estimation0
SHEF-NN: Translation Quality Estimation with Neural Networks0
New Language Pairs in TectoMT0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Transformer Cycle (Rev)BLEU score35.14Unverified
2Noisy back-translationBLEU score35Unverified
3Transformer+Rep(Uni)BLEU score33.89Unverified
4T5-11BBLEU score32.1Unverified
5BiBERTBLEU score31.26Unverified
6Transformer + R-DropBLEU score30.91Unverified
7Bi-SimCutBLEU score30.78Unverified
8BERT-fused NMTBLEU score30.75Unverified
9Data Diversification - TransformerBLEU score30.7Unverified
10SimCutBLEU score30.56Unverified
#ModelMetricClaimedVerifiedStatus
1Transformer+BT (ADMIN init)BLEU score46.4Unverified
2Noisy back-translationBLEU score45.6Unverified
3mRASP+Fine-TuneBLEU score44.3Unverified
4Transformer + R-DropBLEU score43.95Unverified
5Transformer (ADMIN init)BLEU score43.8Unverified
6AdminBLEU score43.8Unverified
7BERT-fused NMTBLEU score43.78Unverified
8MUSE(Paralllel Multi-scale Attention)BLEU score43.5Unverified
9T5BLEU score43.4Unverified
10Local Joint Self-attentionBLEU score43.3Unverified
#ModelMetricClaimedVerifiedStatus
1PiNMTBLEU score40.43Unverified
2BiBERTBLEU score38.61Unverified
3Bi-SimCutBLEU score38.37Unverified
4Cutoff + Relaxed Attention + LMBLEU score37.96Unverified
5DRDABLEU score37.95Unverified
6Transformer + R-Drop + CutoffBLEU score37.9Unverified
7SimCutBLEU score37.81Unverified
8Cutoff+KneeBLEU score37.78Unverified
9CutoffBLEU score37.6Unverified
10CipherDAugBLEU score37.53Unverified
#ModelMetricClaimedVerifiedStatus
1HWTSC-Teacher-SimScore19.97Unverified
2MS-COMET-22Score19.89Unverified
3MS-COMET-QE-22Score19.76Unverified
4KG-BERTScoreScore17.28Unverified
5metricx_xl_DA_2019Score17.17Unverified
6COMET-QEScore16.8Unverified
7COMET-22Score16.31Unverified
8UniTE-srcScore15.68Unverified
9UniTE-refScore15.38Unverified
10metricx_xxl_DA_2019Score15.24Unverified