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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 3101–3150 of 10752 papers

TitleStatusHype
A Generative Framework for Simultaneous Machine Translation—0
A CRF Method of Identifying Prepositional Phrases in Chinese Patent Texts—0
BIT at SemEval-2016 Task 1: Sentence Similarity Based on Alignments and Vector with the Weight of Information Content—0
Annotating Coordination in the Penn Treebank—0
Bi-SimCut: A Simple Strategy for Boosting Neural Machine Translation—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
BIOS: An Algorithmically Generated Biomedical Knowledge Graph—0
Bingo at IJCNLP-2017 Task 4: Augmenting Data using Machine Translation for Cross-linguistic Customer Feedback Classification—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
Billions of Parallel Words for Free: Building and Using the EU Bookshop Corpus—0
An MT Error-Driven Discriminative Word Lexicon using Sentence Structure Features—0
Bilingual Words and Phrase Mappings for Marathi and Hindi SMT—0
Bilingual Word Representations with Monolingual Quality in Mind—0
An LSTM-CRF Based Approach to Token-Level Metaphor Detection—0
Bilingual Word Embeddings with Bucketed CNN for Parallel Sentence Extraction—0
Bilingual Word Embeddings from Parallel and Non-parallel Corpora for Cross-Language Text Classification—0
An Iterative Link-based Method for Parallel Web Page Mining—0
Acquisition of Syntactic Simplification Rules for French—0
Bilingual Word Embeddings for Phrase-Based Machine Translation—0
Bilingual Terminology Extraction from Comparable E-Commerce Corpora—0
An Iterative Approach for Mining Parallel Sentences in a Comparable Corpus—0
Bilingual Termbank Creation via Log-Likelihood Comparison and Phrase-Based Statistical Machine Translation—0
Dynamic Context Selection for Document-level Neural Machine Translation via Reinforcement Learning—0
An Investigative Study of Multi-Modal Cross-Lingual Retrieval—0
A Generalized Framework for Hierarchical Word Sequence Language Model—0
Bilingual Subword Segmentation for Neural Machine Translation—0
Dynamically Integrating Cross-Domain Translation Memory into Phrase-Based Machine Translation during Decoding—0
Dynamically Composing Domain-Data Selection with Clean-Data Selection by ``Co-Curricular Learning'' for Neural Machine Translation—0
Bilingual Structured Language Models for Statistical Machine Translation—0
An Investigation of Warning Erroneous Chat Translations in Cross-lingual Communication—0
Dynamically Composing Domain-Data Selection with Clean-Data Selection by "Co-Curricular Learning" for Neural Machine Translation—0
Dynamic Adaptation of Neural Machine-Translation Systems Through Translation Exemplars—0
DUTNLP Machine Translation System for WMT21 Triangular Translation Task—0
Bilingual Sentiment Consistency for Statistical Machine Translation—0
An Investigation of the Sampling-Based Alignment Method and Its Contributions—0
Dynamically Shaping the Reordering Search Space of Phrase-Based Statistical Machine Translation—0
Dynamic Analysis and an Eigen Initializer for Recurrent Neural Networks—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
Dynamic Curriculum Learning for Low-Resource Neural Machine Translation—0
A case study on English-Malayalam Machine Translation—0
A3-108 Machine Translation System for Similar Language Translation Shared Task 2020—0
Dynamic Feature Selection with Attention in Incremental Parsing—0
Dynamic Fusion: Attentional Language Model for Neural Machine Translation—0
Dudley North visits North London: Learning When to Transliterate to Arabic—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