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 10151–10200 of 10752 papers

TitleStatusHype
Unlocking Parameter-Efficient Fine-Tuning for Low-Resource Language Translation—0
Unmasking the Myth of Effortless Big Data - Making an Open Source Multi-lingual Infrastructure and Building Language Resources from Scratch—0
Unpaired Cross-lingual Image Caption Generation with Self-Supervised Rewards—0
UNRAVEL---A Decipherment Toolkit—0
Unraveling Key Factors of Knowledge Distillation—0
Unregulated Chinese-to-English Data Expansion Does NOT Work for Neural Event Detection—0
Unsupervised Adaptation for Statistical Machine Translation—0
Unsupervised Alignment of Distributional Word Embeddings—0
Unsupervised Approach for Zero-Shot Experiments: Bhojpuri–Hindi and Magahi–Hindi@LoResMT 2020—0
Unsupervised Bilingual Segmentation using MDL for Machine Translation—0
Unsupervised Bilingual Word Embedding Agreement for Unsupervised Neural Machine Translation—0
Unsupervised Bitext Mining and Translation via Self-trained Contextual Embeddings—0
Wordsyoudontknow: Evaluation of lexicon-based decompounding with unknown handling—0
Unsupervised Clustering of Commercial Domains for Adaptive Machine Translation—0
UNISON: Unpaired Cross-lingual Image Captioning—0
Unsupervised Dependency Parsing with Transferring Distribution via Parallel Guidance and Entropy Regularization—0
Unsupervised Detection of Metaphorical Adjective-Noun Pairs—0
Unsupervised Discriminative Induction of Synchronous Grammar for Machine Translation—0
Word Transduction for Addressing the OOV Problem in Machine Translation for Similar Resource-Scarce Languages—0
The Karlsruhe Institute of Technology Systems for the News Translation Task in WMT 2016—0
The Karlsruhe Institute of Technology Systems for the News Translation Task in WMT 2018—0
Unsupervised Extraction of Partial Translations for Neural Machine Translation—0
Unsupervised False Friend Disambiguation Using Contextual Word Clusters and Parallel Word Alignments—0
Unsupervised Feature Learning for Visual Sign Language Identification—0
Unsupervised Identification of Translationese—0
Unsupervised Induction of Cross-Lingual Semantic Relations—0
Unsupervised Joint Training of Bilingual Word Embeddings—0
Unsupervised Korean Word Sense Disambiguation using CoreNet—0
Unsupervised learning of agglutinated morphology using nested Pitman-Yor process based morpheme induction algorithm—0
Unsupervised Machine Translation in Real-World Scenarios—0
Unsupervised Machine Translation On Dravidian Languages—0
Word Translation Prediction for Morphologically Rich Languages with Bilingual Neural Networks—0
The Karlsruhe Institute of Technology Translation Systems for the WMT 2014—0
zNLP: Identifying Parallel Sentences in Chinese-English Comparable Corpora—0
Unsupervised Morphology-Based Vocabulary Expansion—0
Unsupervised Morphology Rivals Supervised Morphology for Arabic MT—0
Unsupervised morph segmentation and statistical language models for vocabulary expansion—0
Working with Pre-translated Texts: Preliminary Findings from a Survey on Post-editing and Revision Practices in Swiss Corporate In-house Language Services—0
Unsupervised Multilingual Sentence Embeddings for Parallel Corpus Mining—0
Unsupervised Multi-modal Neural Machine Translation—0
Unsupervised Multimodal Neural Machine Translation with Pseudo Visual Pivoting—0
Workshop on Hybrid Approaches to Translation: Overview and Developments—0
Writing in a second Language with Machine translation (WiLMa)—0
Unsupervised Neural Machine Translation Initialized by Unsupervised Statistical Machine Translation—0
Unsupervised Neural Machine Translation for English and Manipuri—0
Zero-Shot Learning of Language Models for Describing Human Actions Based on Semantic Compositionality of Actions—0
WSD for n-best reranking and local language modeling in SMT—0
Unsupervised Neural Machine Translation with Future Rewarding—0
Cross-lingual Supervision Improves Unsupervised Neural Machine Translation—0
Unsupervised Neural Machine Translation with Generative Language Models Only—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