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 1351–1400 of 10752 papers

TitleStatusHype
A new semantically annotated corpus with syntactic-semantic and cross-lingual senses—0
A Formal Characterization of Parsing Word Alignments by Synchronous Grammars with Empirical Evidence to the ITG Hypothesis.—0
Bilingual Correspondence Recursive Autoencoder for Statistical Machine Translation—0
A New Search Approach for Interactive-Predictive Computer-Assisted Translation—0
A New Parsing Algorithm for Combinatory Categorial Grammar—0
A Corpus for English-Japanese Multimodal Neural Machine Translation with Comparable Sentences—0
A New Minimally-Supervised Framework for Domain Word Sense Disambiguation—0
A New Massive Multilingual Dataset for High-Performance Language Technologies—0
A Flexible Approach to Automated RNN Architecture Generation—0
10,000+ Times Accelerated Robust Subset Selection (ARSS)—0
Bilingual Data Cleaning for SMT using Graph-based Random Walk—0
A new approach to calculating BERTScore for automatic assessment of translation quality—0
A New Approach for Idiom Identification Using Meanings and the Web—0
A First Corpus of AZee Discourse Expressions—0
An Evaluation of Two Vocabulary Reduction Methods for Neural Machine Translation—0
An Evaluation of Subword Segmentation Strategies for Neural Machine Translation of Morphologically Rich Languages—0
A Finite State Transducer Based Morphological Analyzer of Maithili Language—0
A Corpus and Semantic Parser for Multilingual Natural Language Querying of OpenStreetMap—0
An Evaluation of Statistical Post-Editing Systems Applied to RBMT and SMT Systems—0
An Evaluation of Persian-English Machine Translation Datasets with Transformers—0
A 2-step Framework for Automated Literary Translation Evaluation: Its Promises and Pitfalls—0
An Evaluation of Parser Robustness for Ungrammatical Sentences—0
A finite-state morphological analyzer for a Lakota HPSG grammar—0
Self-attention based end-to-end Hindi-English Neural Machine Translation—0
Bilingual Autoencoders with Global Descriptors for Modeling Parallel Sentences—0
Bilingual Dictionary-based Language Model Pretraining for Neural Machine Translation—0
Bilingual Embeddings and Word Alignments for Translation Quality Estimation—0
An Evaluation of Language-Agnostic Inner-Attention-Based Representations in Machine Translation—0
A Finite-State Morphological Analyser for Sindhi—0
A Case Study: Exploiting Neural Machine Translation to Translate CUDA to OpenCL—0
A Neural Verb Lexicon Model with Source-side Syntactic Context for String-to-Tree Machine Translation—0
A Finite-State Approach to Phrase-Based Statistical Machine Translation—0
A cascade approach for complex-type classification—0
A Neural-Symbolic Approach Towards Identifying Grammatically Correct Sentences—0
A Neural Reordering Model for Phrase-based Translation—0
A fine-grained error analysis of NMT, SMT and RBMT output for English-to-Dutch—0
A Neural Network Model for Low-Resource Universal Dependency Parsing—0
A Neural Network Based Model for Loanword Identification in Uyghur—0
A Fine-Grained Analysis of BERTScore—0
A Convexity-based Generalization of Viterbi for Non-Deterministic Weighted Automata—0
A Neural Network based Approach to Automatic Post-Editing—0
A Neural Network Approach to Context-Sensitive Generation of Conversational Responses—0
A Fast and Accurate Dependency Parser using Neural Networks—0
A Neural Morphological Analyzer for Arapaho Verbs Learned from a Finite State Transducer—0
A Neural Model for Language Identification in Code-Switched Tweets—0
A Factory of Comparable Corpora from Wikipedia—0
A Convex Alternative to IBM Model 2—0
A Neural Machine Translation Approach to Translate Text to Pictographs in a Medical Speech Translation System - The BabelDr Use Case—0
A neural interlingua for multilingual machine translation—0
AET: Web-based Adjective Exploration Tool for German—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