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 7251–7300 of 10752 papers

TitleStatusHype
SUMAT: Data Collection and Parallel Corpus Compilation for Machine Translation of Subtitles—0
SumeCzech: Large Czech News-Based Summarization Dataset—0
Summarize and Generate to Back-translate: Unsupervised Translation of Programming Languages—0
Summer: WeChat Neural Machine Translation Systems for the WMT22 Biomedical Translation Task—0
SuMT: A Framework of Summarization and MT—0
SuperNMT: Neural Machine Translation with Semantic Supersenses and Syntactic Supertags—0
Supersense Embeddings: A Unified Model for Supersense Interpretation, Prediction, and Utilization—0
Supersense Tagging for Arabic: the MT-in-the-Middle Attack—0
Supersense Tagging with a Combination of Character, Subword, and Word-level Representations—0
Supertag Based Pre-ordering in Machine Translation—0
Supervised and Unsupervised Machine Translation for Myanmar-English and Khmer-English—0
Supervised and Unsupervised Minimalist Quality Estimators: Vicomtech's Participation in the WMT 2018 Quality Estimation Task—0
Supervised Attention for Sequence-to-Sequence Constituency Parsing—0
Supervised Attentions for Neural Machine Translation—0
Supervised Bilingual Lexicon Induction with Multiple Monolingual Signals—0
Supervised Morphological Segmentation in a Low-Resource Learning Setting using Conditional Random Fields—0
Supervised Morphology Generation Using Parallel Corpus—0
Supervised neural machine translation based on data augmentation and improved training \& inference process—0
Supervised Phrase Table Triangulation with Neural Word Embeddings for Low-Resource Languages—0
Supervised Visual Attention for Multimodal Neural Machine Translation—0
Supervised Visual Attention for Simultaneous Multimodal Machine Translation—0
Surface Realization Shared Task 2019 (MSR19): The Team 6 Approach—0
SURF: Semantic-level Unsupervised Reward Function for Machine Translation—0
Surprise Language Challenge: Developing a Neural Machine Translation System between Pashto and English in Two Months—0
Survey: Anaphora With Non-nominal Antecedents in Computational Linguistics: a Survey—0
Survey: Multiword Expression Processing: A Survey—0
Survey:Natural Language Parsing For Indian Languages—0
Survey of Hallucination in Natural Language Generation—0
Survey of Low-Resource Machine Translation—0
Survey on parsing three dependency representations for English—0
Surveys: A Survey of Word Reordering in Statistical Machine Translation: Computational Models and Language Phenomena—0
Suvach -- Generated Hindi QA benchmark—0
SVD-Softmax: Fast Softmax Approximation on Large Vocabulary Neural Networks—0
SwaQuAD-24: QA Benchmark Dataset in Swahili—0
SWIFT Aligner, A Multifunctional Tool for Parallel Corpora: Visualization, Word Alignment, and (Morpho)-Syntactic Cross-Language Transfer—0
SwissADT: An Audio Description Translation System for Swiss Languages—0
Switching-Aligned-Words Data Augmentation for Neural Machine Translation—0
SwitchOut: an Efficient Data Augmentation Algorithm for Neural Machine Translation—0
Syllable-based Machine Transliteration with Extra Phrase Features—0
Symmetric Dot-Product Attention for Efficient Training of BERT Language Models—0
Synchronized Audio-Visual Frames with Fractional Positional Encoding for Transformers in Video-to-Text Translation—0
Synchronous Constituent Context Model for Inducing Bilingual Synchronous Structures—0
Synchronous Context-Free Grammars and Optimal Parsing Strategies—0
Synchronous Context-Free Tree Grammars—0
Synchronous Linear Context-Free Rewriting Systems for Machine Translation—0
Synchronously Generating Two Languages with Interactive Decoding—0
Synchronous Refinement for Neural Machine Translation—0
Synchronous Syntactic Attention for Transformer Neural Machine Translation—0
Synonym Detection Using Syntactic Dependency And Neural Embeddings—0
Synset Ranking of Hindi WordNet—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