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 1251–1300 of 10752 papers

TitleStatusHype
Bayesian Word Alignment for Massively Parallel Texts—0
BEER: BEtter Evaluation as Ranking—0
BEL: Bagging for Entity Linking—0
Annotation for annotation - Toward eliciting implicit linguistic knowledge through annotation - (Project Note)—0
Annotation and Extraction of Multiword Expressions in Turkish Treebanks—0
A Generative Model for Extracting Parallel Fragments from Comparable Documents—0
Annotation and Classification of Light Verbs and Light Verb Variations in Mandarin Chinese—0
Annotating dropped pronouns in Chinese newswire text—0
A Generative Framework for Simultaneous Machine Translation—0
A CRF Method of Identifying Prepositional Phrases in Chinese Patent Texts—0
Annotating Coordination in the Penn Treebank—0
Annotating Chinese Light Verb Constructions according to PARSEME guidelines—0
A Generative Attentional Neural Network Model for Dialogue Act Classification—0
Annotated Corpora for Word Alignment between Japanese and English and its Evaluation with MAP-based Word Aligner—0
Annotate and Identify Modalities, Speech Acts and Finer-Grained Event Types in Chinese Text—0
A General Multi-Task Learning Framework to Leverage Text Data for Speech to Text Tasks—0
Acquisition of Translation Lexicons for Historically Unwritten Languages via Bridging Loanwords—0
A case study on supervised classification of Swedish pseudo-coordination—0
A case study on English-Malayalam Machine Translation—0
An MT Error-Driven Discriminative Word Lexicon using Sentence Structure Features—0
A3-108 Machine Translation System for Similar Language Translation Shared Task 2020—0
An LSTM-CRF Based Approach to Token-Level Metaphor Detection—0
An Iterative Link-based Method for Parallel Web Page Mining—0
Acquisition of Syntactic Simplification Rules for French—0
Bayesian Reordering Model with Feature Selection—0
An Iterative Approach for Mining Parallel Sentences in a Comparable Corpus—0
An Investigative Study of Multi-Modal Cross-Lingual Retrieval—0
A Generalized Framework for Hierarchical Word Sequence Language Model—0
An Investigation of Warning Erroneous Chat Translations in Cross-lingual Communication—0
An Investigation of the Sampling-Based Alignment Method and Its Contributions—0
A general framework for minimizing translation effort: towards a principled combination of translation technologies in computer-aided translation—0
Acquiring Knowledge from Pre-trained Model to Neural Machine Translation—0
Bayesian Supervised Domain Adaptation for Short Text Similarity—0
Bayesian Symbol-Refined Tree Substitution Grammars for Syntactic Parsing—0
An Investigation of Machine Translation Evaluation Metrics in Cross-lingual Question Answering—0
An Introductory Survey on Attention Mechanisms in NLP Problems—0
A Gamified Evaluation and Recruitment Platform for Low Resource Language Machine Translation Systems—0
An Intrinsic Nearest Neighbor Analysis of Neural Machine Translation Architectures—0
An Interactive Web-Interface for Visualizing the Inner Workings of the Question Answering LSTM—0
A fuzzier approach to machine translation evaluation: A pilot study on post-editing productivity and automated metrics in commercial settings—0
Acquiring distributed representations for verb-object pairs by using word2vec—0
An Interactive Machine Translation Framework for Modernizing Historical Documents—0
An Initial Test Collection for Ranked Retrieval of SMS Conversations—0
A fully discriminative training framework for Statistical Machine Translation (Un cadre d'apprentissage int\'egralement discriminant pour la traduction statistique) [in French]—0
An Infinite Hierarchical Bayesian Model of Phrasal Translation—0
An In-depth Walkthrough on Evolution of Neural Machine Translation—0
A Full End-to-End Semantic Role Labeler, Syntactic-agnostic Over Syntactic-aware?—0
A Correlational Encoder Decoder Architecture for Pivot Based Sequence Generation—0
A Case Study on Contextual Machine Translation in a Professional Scenario of Subtitling—0
An Incremental Algorithm for Transition-based CCG Parsing—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
5AdminBLEU score43.8—Unverified
6Transformer (ADMIN init)BLEU 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