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 10701–10750 of 10752 papers

TitleStatusHype
Measuring Comparability of Documents in Non-Parallel Corpora for Efficient Extraction of (Semi-)Parallel Translation Equivalents—0
Inferring Selectional Preferences from Part-Of-Speech N-grams—0
Clustered Word Classes for Preordering in Statistical Machine Translation—0
Linguistically-Augmented Bulgarian-to-English Statistical Machine Translation Model—0
Full Machine Translation for Factoid Question Answering—0
Active learning for interactive machine translation—0
Preservation of Recognizability for Weighted Linear Extended Top-Down Tree Transducers—0
PRESEMT: Pattern Recognition-based Statistically Enhanced MT—0
An Empirical Evaluation of Stop Word Removal in Statistical Machine Translation—0
Adaptation of Statistical Machine Translation Model for Cross-Lingual Information Retrieval in a Service Context—0
Power-Law Distributions for Paraphrases Extracted from Bilingual Corpora—0
Improving Pronoun Translation for Statistical Machine Translation—0
ATLAS - Human Language Technologies integrated within a Multilingual Web Content Management System—0
Modeling Inflection and Word-Formation in SMT—0
Can Machine Learning Algorithms Improve Phrase Selection in Hybrid Machine Translation?—0
Bootstrapping Method for Chunk Alignment in Phrase Based SMT—0
PLUTO: Automated Solutions for Patent Translation—0
A Bayesian Approach to Unsupervised Semantic Role Induction—0
Syntax-Based Word Ordering Incorporating a Large-Scale Language Model—0
Improving machine translation of null subjects in Italian and Spanish—0
Character-Based Pivot Translation for Under-Resourced Languages and Domains—0
Combining EBMT, SMT, TM and IR Technologies for Quality and Scale—0
Semantic Web based Machine Translation—0
Does more data always yield better translations?—0
Perplexity Minimization for Translation Model Domain Adaptation in Statistical Machine Translation—0
Computing Lattice BLEU Oracle Scores for Machine Translation—0
Proceedings of the Joint Workshop on Exploiting Synergies between Information Retrieval and Machine Translation (ESIRMT) and Hybrid Approaches to Machine Translation (HyTra)—0
Recovering dialect geography from an unaligned comparable corpus—0
Natural Language Descriptions of Visual Scenes Corpus Generation and Analysis—0
Detecting Highly Confident Word Translations from Comparable Corpora without Any Prior Knowledge—0
Design of a hybrid high quality machine translation system—0
Collaborative Machine Translation Service for Scientific texts—0
Cutting the Long Tail: Hybrid Language Models for Translation Style Adaptation—0
Semantic Role Labeling of Implicit Arguments for Nominal Predicates—0
Empirical Methods for the Study of Denotation in Nominalizations in Spanish—0
Obituary: Victor H. Yngve—0
On the String Translations Produced by Multi Bottom--Up Tree Transducers—0
A Scalable Distributed Syntactic, Semantic, and Lexical Language Model—0
Empirical Risk Minimization for Probabilistic Grammars: Sample Complexity and Hardness of Learning—0
Book Review: Bitext Alignment by J\"org Tiedemann—0
Language Models for Machine Translation: Original vs. Translated Texts—0
Direct Loss Minimization for Structured Prediction—0
A Survey of Paraphrasing and Textual Entailment Methods—0
Learning from Multiple Partially Observed Views - an Application to Multilingual Text Categorization—0
Bayesian Synchronous Grammar Induction—0
Normalized Information DistanceCode0
HM-BiTAM: Bilingual Topic Exploration, Word Alignment, and Translation—0
Europarl: A Parallel Corpus for Statistical Machine Translation—0
Machine Translation Of Bi-Lingual Hindi-English (Hinglish) text. 10th Machine Translation summit (MT Summit X),—0
Statistical Phrase-Based Translation—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