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 9251–9300 of 10752 papers

TitleStatusHype
Constructing a Chinese---Japanese Parallel Corpus from Wikipedia—0
Constructing a Lexicon of English Discourse Connectives—0
Constructing and Evaluating Controlled Bilingual Terminologies—0
Constructing a Practical Constituent Parser from a Japanese Treebank with Function Labels—0
Constructing a Turkish-English Parallel TreeBank—0
Constructing Large Proposition Databases—0
Constructing Parallel Corpora for Six Indian Languages via Crowdsourcing—0
Constructing Parallel Corpora from COVID-19 News using MediSys Metadata—0
Constructing Uyghur Name Entity Recognition System using Neural Machine Translation Tag Projection—0
Construction and Validation of a Japanese Honorific Corpus Based on Systemic Functional Linguistics—0
Construction of a Multilingual Corpus Annotated with Translation Relations—0
Construction of an Evaluation Corpus for Grammatical Error Correction for Learners of Japanese as a Second Language—0
Construction of Semantic Collocation Bank Based on Semantic Dependency Parsing—0
Content Aware Source Code Change Description Generation—0
Content-Equivalent Translated Parallel News Corpus and Extension of Domain Adaptation for NMT—0
Content-Localization based Neural Machine Translation for Informal Dialectal Arabic: Spanish/French to Levantine/Gulf Arabic—0
Content-Localization based System for Analyzing Sentiment and Hate Behaviors in Low-Resource Dialectal Arabic: English to Levantine and Gulf—0
Content Translation: Computer assisted translation tool for Wikipedia articles—0
Content Word Aware Neural Machine Translation—0
Context-Adaptive Document-Level Neural Machine Translation—0
Context and Copying in Neural Machine Translation—0
Context- and Sequence-Aware Convolutional Recurrent Encoder for Neural Machine Translation—0
Context-aware Cascade Attention-based RNN for Video Emotion Recognition—0
Context-aware Decoder for Neural Machine Translation using a Target-side Document-Level Language Model—0
Context-Aware Learning for Neural Machine Translation—0
Context-Aware Monolingual Human Evaluation of Machine Translation—0
Context-Aware Neural Machine Translation Learns Anaphora Resolution—0
Context-Aware Neural Machine Translation Decoding—0
Context-aware Neural Machine Translation with Coreference Information—0
Context-Aware Smoothing for Neural Machine Translation—0
Context-Aware Text Normalisation for Historical Dialects—0
Context Based Machine Translation With Recurrent Neural Network For English-Amharic Translation—0
Context Based Statistical Morphological Analyzer and its Effect on Hindi Dependency Parsing—0
Context-Dependent Automatic Response Generation Using Statistical Machine Translation Techniques—0
Context-Dependent Translation Selection Using Convolutional Neural Network—0
Context in Neural Machine Translation: A Review of Models and Evaluations—0
Context-Interactive Pre-Training for Document Machine Translation—0
Context Models for OOV Word Translation in Low-Resource Languages—0
Context-Sensitive Generation of Open-Domain Conversational Responses—0
Context Sensitive Neural Lemmatization with Lematus—0
Contextual Code Switching for Machine Translation using Language Models—0
Contextual Cues in Machine Translation: Investigating the Potential of Multi-Source Input Strategies in LLMs and NMT Systems—0
Contextual Hyperedge Replacement Grammars for Abstract Meaning Representations—0
Contextualized Role Interaction for Neural Machine Translation—0
Contextual Refinement of Translations: Large Language Models for Sentence and Document-Level Post-Editing—0
Contextual Text Embeddings for Twi—0
Continual Learning for Neural Machine Translation—0
Continual Quality Estimation with Online Bayesian Meta-Learning—0
Continuous Adaptation to User Feedback for Statistical Machine Translation—0
Continuous Learning in Neural Machine Translation using Bilingual Dictionaries—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