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 9701–9750 of 10752 papers

TitleStatusHype
Anchor Graph: Global Reordering Contexts for Statistical Machine Translation—0
Bootstrapping Phrase-based Statistical Machine Translation via WSD Integration—0
Recurrent Continuous Translation Models—0
Discriminative Improvements to Distributional Sentence Similarity—0
An Approach of Hybrid Hierarchical Structure for Word Similarity Computing by HowNet—0
Pair Language Models for Deriving Alternative Pronunciations and Spellings from Pronunciation Dictionaries—0
Automatic Idiom Identification in Wiktionary—0
Feature-based Neural Language Model and Chinese Word Segmentation—0
Improving Statistical Machine Translation with Word Class Models—0
A Convex Alternative to IBM Model 2—0
Improving Pivot-Based Statistical Machine Translation Using Random Walk—0
Regularized Minimum Error Rate Training—0
University Entrance Examinations as a Benchmark Resource for NLP-based Problem Solving—0
Towards High-Reliability Speech Translation in the Medical Domain—0
What is Hidden among Translation Rules—0
Urdu Hindi Machine Transliteration using SMT—0
Uncovering Distributional Differences between Synonyms and Antonyms in a Word Space Model—0
UNL-ization of Punjabi with IAN—0
Unsupervised Induction of Cross-Lingual Semantic Relations—0
Translating Chinese Unknown Words by Automatically Acquired Templates—0
The LIGM-Alpage architecture for the SPMRL 2013 Shared Task: Multiword Expression Analysis and Dependency Parsing—0
Translation with Source Constituency and Dependency Trees—0
Tmuse: Lexical Network Exploration—0
Two-Stage Pre-ordering for Japanese-to-English Statistical Machine Translation—0
Tuning SMT with a Large Number of Features via Online Feature Grouping—0
Two Case Studies on Translating Pronouns in a Deep Syntax Framework—0
Urdu Spell Checking: Reverse Edit Distance Approach—0
Using Transliteration of Proper Names from Arabic to Latin Script to Improve English-Arabic Word Alignment—0
Translating into Morphologically Rich Languages with Synthetic Phrases—0
JRC-Names: A freely available, highly multilingual named entity resource—0
DGT-TM: A freely Available Translation Memory in 22 Languages—0
Exploiting Similarities among Languages for Machine TranslationCode0
Implementation of nlization framework for verbs, pronouns and determiners with eugene—0
Analysing Quality of English-Hindi Machine Translation Engine Outputs Using Bayesian Classification—0
Corpus development for machine translation between standard and dialectal varieties—0
A Pilot Study on the Semantic Classification of Two German Prepositions: Combining Monolingual and Multilingual Evidence—0
A Dictionary-Based Approach for Evaluating Orthographic Methods in Cognates Identification—0
Automatic Enhancement of LTAG Treebank—0
Mixing in Some Knowledge: Enriched Context Patterns for Bayesian Word Sense Induction—0
Combining, Adapting and Reusing Bi-texts between Related Languages: Application to Statistical Machine Translation (invited talk)—0
Language diversity and implications for Language technology in the Multilingual Europe—0
Normalization of Dutch User-Generated Content—0
Improving Sentiment Analysis in Twitter Using Multilingual Machine Translated Data—0
Lexicon induction and part-of-speech tagging of non-resourced languages without any bilingual resources—0
Statistical-based System for Morphological Annotation of Arabic Texts—0
History Based Unsupervised Data Oriented Parsing—0
Automatic Evaluation Metric for Machine Translation that is Independent of Sentence Length—0
Improving Language Model Adaptation using Automatic Data Selection and Neural Network—0
A Tagging Approach to Identify Complex Constituents for Text Simplification—0
Korean Word-Sense Disambiguation Using Parallel Corpus as Additional Resource—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