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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 8051–8100 of 10752 papers

TitleStatusHype
Towards Unsupervised and Language-independent Compound Splitting using Inflectional Morphological Transformations—0
A Joint Model of Orthography and Morphological Segmentation—0
English Resource Semantics—0
Natural Language Communication with Robots—0
Agreement on Target-bidirectional Neural Machine Translation—0
Bootstrapping Translation Detection and Sentence Extraction from Comparable Corpora—0
Multilingual Multimodal Language Processing Using Neural Networks—0
BIRA: Improved Predictive Exchange Word ClusteringCode0
Bilingual Word Embeddings from Parallel and Non-parallel Corpora for Cross-Language Text Classification—0
A Corpus and Semantic Parser for Multilingual Natural Language Querying of OpenStreetMap—0
TransRead: Designing a Bilingual Reading Experience with Machine Translation Technologies—0
Mapping Verbs in Different Languages to Knowledge Base Relations using Web Text as Interlingua—0
Distinguishing Literal and Non-Literal Usage of German Particle Verbs—0
Discriminative Reranking for Grammatical Error Correction with Statistical Machine Translation—0
Bayesian Supervised Domain Adaptation for Short Text Similarity—0
LingoTurk: managing crowdsourced tasks for psycholinguistics—0
Statistical Machine Translation between Related Languages—0
Simple, Fast Noise-Contrastive Estimation for Large RNN Vocabularies—0
Developing language technology tools and resources for a resource-poor language: Sindhi—0
Lecture Translator - Speech translation framework for simultaneous lecture translation—0
An End-to-end Approach to Learning Semantic Frames with Feedforward Neural Network—0
Sentential Paraphrasing as Black-Box Machine Translation—0
An Empirical Study of Automatic Chinese Word Segmentation for Spoken Language Understanding and Named Entity Recognition—0
Large-scale Multitask Learning for Machine Translation Quality Estimation—0
Scaling Up Word Clustering—0
An Empirical Evaluation of Noise Contrastive Estimation for the Neural Network Joint Model of Translation—0
Transition-Based Syntactic Linearization with Lookahead FeaturesCode0
Sparse Bilingual Word Representations for Cross-lingual Lexical Entailment—0
DAG-Structured Long Short-Term Memory for Semantic Compositionality—0
Abstractive Sentence Summarization with Attentive Recurrent Neural Networks—0
Interpretese vs. Translationese: The Uniqueness of Human Strategies in Simultaneous InterpretationCode0
Interlocking Phrases in Phrase-based Statistical Machine Translation—0
Information Density and Quality Estimation Features as Translationese Indicators for Human Translation Classification—0
Cross-lingual Wikification Using Multilingual Embeddings—0
Selecting Syntactic, Non-redundant Segments in Active Learning for Machine Translation—0
Incorporating Side Information into Recurrent Neural Network Language Models—0
Using Related Languages to Enhance Statistical Language Models—0
Controlling Politeness in Neural Machine Translation via Side Constraints—0
iAppraise: A Manual Machine Translation Evaluation Environment Supporting Eye-tracking—0
Grammatical error correction using neural machine translation—0
Assessing Relative Sentence Complexity using an Incremental CCG Parser—0
Generation from Abstract Meaning Representation using Tree Transducers—0
Achieving Accurate Conclusions in Evaluation of Automatic Machine Translation Metrics—0
Obituary: In Memoriam: Susan Armstrong—0
Source Language Adaptation Approaches for Resource-Poor Machine Translation—0
Surveys: A Survey of Word Reordering in Statistical Machine Translation: Computational Models and Language Phenomena—0
Synchronous Context-Free Grammars and Optimal Parsing Strategies—0
Exploiting N-Best Hypotheses to Improve an SMT Approach to Grammatical Error Correction—0
Neural Network Translation Models for Grammatical Error CorrectionCode0
Does Multimodality Help Human and Machine for Translation and Image Captioning?—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