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

Showing 50015050 of 10752 papers

TitleStatusHype
Exploiting Multilingualism through Multistage Fine-Tuning for Low-Resource Neural Machine Translation0
Revisit Automatic Error Detection for Wrong and Missing Translation -- A Supervised Approach0
Phonetic Normalization for Machine Translation of User Generated Content0
CVIT's submissions to WAT-20190
NLPRL at WAT2019: Transformer-based Tamil -- English Indic Task Neural Machine Translation System0
Japanese-Russian TMU Neural Machine Translation System using Multilingual Model for WAT 20190
UCSMNLP: Statistical Machine Translation for WAT 20190
UCSYNLP-Lab Machine Translation Systems for WAT 20190
Understanding the Effect of Textual Adversaries in Multimodal Machine Translation0
Transformer Dissection: An Unified Understanding for Transformer's Attention via the Lens of Kernel0
University of Edinburgh's submission to the Document-level Generation and Translation Shared TaskCode0
Zero-Resource Neural Machine Translation with Monolingual Pivot Data0
Weakly Supervised Attentional Model for Low Resource Ad-hoc Cross-lingual Information Retrieval0
Vecalign: Improved Sentence Alignment in Linear Time and Space0
Unsupervised Neural Machine Translation with Future Rewarding0
Y'all should read this! Identifying Plurality in Second-Person Personal Pronouns in English Texts0
Understanding Data Augmentation in Neural Machine Translation: Two Perspectives towards Generalization0
Document-level Neural Machine Translation with Associated Memory Network0
Naver Labs Europe's Systems for the Document-Level Generation and Translation Task at WNGT 20190
Machine Translation of Restaurant Reviews: New Corpus for Domain Adaptation and Robustness0
Fill in the Blanks: Imputing Missing Sentences for Larger-Context Neural Machine Translation0
A Latent Morphology Model for Open-Vocabulary Neural Machine TranslationCode0
Adapting Multilingual Neural Machine Translation to Unseen LanguagesCode0
Scrambled Translation Problem: A Problem of Denoising UNMT0
Transformer-based Cascaded Multimodal Speech Translation0
Findings of the Third Workshop on Neural Generation and Translation0
An Empirical Study of Generation Order for Machine Translation0
Exploring Kernel Functions in the Softmax Layer for Contextual Word Classification0
Multitask Learning For Different Subword Segmentations In Neural Machine Translation0
Yall should read this! Identifying Plurality in Second-Person Personal Pronouns in English TextsCode0
Fast Structured Decoding for Sequence ModelsCode0
Machine Translation from Natural Language to Code using Long-Short Term Memory0
Promoting the Knowledge of Source Syntax in Transformer NMT Is Not Needed0
Controlling the Output Length of Neural Machine Translation0
Depth-Adaptive Transformer0
Robust Neural Machine Translation for Clean and Noisy Speech Transcripts0
A Neural Entity Coreference Resolution Review0
Byte-Pair Encoding for Text-to-SQL GenerationCode0
Personalized Graph Neural Networks with Attention Mechanism for Session-Aware RecommendationCode0
Controlling Utterance Length in NMT-based Word Segmentation with Attention0
A language processing algorithm for predicting tactical solutions to an operational planning problem under uncertainty0
Automatic Post-Editing for Machine Translation0
Fully Quantized Transformer for Machine Translation0
Fine-grained evaluation of German-English Machine Translation based on a Test Suite0
Linguistic evaluation of German-English Machine Translation using a Test Suite0
Evolution of transfer learning in natural language processing0
Injecting Hierarchy with U-Net TransformersCode0
Fine-grained evaluation of Quality Estimation for Machine translation based on a linguistically-motivated Test Suite0
Using Whole Document Context in Neural Machine Translation0
Transfer Learning for Algorithm Recommendation0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Transformer Cycle (Rev)BLEU score35.14Unverified
2Noisy back-translationBLEU score35Unverified
3Transformer+Rep(Uni)BLEU score33.89Unverified
4T5-11BBLEU score32.1Unverified
5BiBERTBLEU score31.26Unverified
6Transformer + R-DropBLEU score30.91Unverified
7Bi-SimCutBLEU score30.78Unverified
8BERT-fused NMTBLEU score30.75Unverified
9Data Diversification - TransformerBLEU score30.7Unverified
10SimCutBLEU score30.56Unverified
#ModelMetricClaimedVerifiedStatus
1Transformer+BT (ADMIN init)BLEU score46.4Unverified
2Noisy back-translationBLEU score45.6Unverified
3mRASP+Fine-TuneBLEU score44.3Unverified
4Transformer + R-DropBLEU score43.95Unverified
5Transformer (ADMIN init)BLEU score43.8Unverified
6AdminBLEU score43.8Unverified
7BERT-fused NMTBLEU score43.78Unverified
8MUSE(Paralllel Multi-scale Attention)BLEU score43.5Unverified
9T5BLEU score43.4Unverified
10Local Joint Self-attentionBLEU score43.3Unverified
#ModelMetricClaimedVerifiedStatus
1PiNMTBLEU score40.43Unverified
2BiBERTBLEU score38.61Unverified
3Bi-SimCutBLEU score38.37Unverified
4Cutoff + Relaxed Attention + LMBLEU score37.96Unverified
5DRDABLEU score37.95Unverified
6Transformer + R-Drop + CutoffBLEU score37.9Unverified
7SimCutBLEU score37.81Unverified
8Cutoff+KneeBLEU score37.78Unverified
9CutoffBLEU score37.6Unverified
10CipherDAugBLEU score37.53Unverified
#ModelMetricClaimedVerifiedStatus
1HWTSC-Teacher-SimScore19.97Unverified
2MS-COMET-22Score19.89Unverified
3MS-COMET-QE-22Score19.76Unverified
4KG-BERTScoreScore17.28Unverified
5metricx_xl_DA_2019Score17.17Unverified
6COMET-QEScore16.8Unverified
7COMET-22Score16.31Unverified
8UniTE-srcScore15.68Unverified
9UniTE-refScore15.38Unverified
10metricx_xxl_DA_2019Score15.24Unverified