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 88018850 of 10752 papers

TitleStatusHype
Noisy Parallel Corpus Filtering through Projected Word Embeddings0
No more beating about the bush : A Step towards Idiom Handling for Indian Language NLP0
Non-Autoregressive Image Captioning with Counterfactuals-Critical Multi-Agent Learning0
Non-Autoregressive Machine Translation: It's Not as Fast as it Seems0
Non-Autoregressive Machine Translation: It’s Not as Fast as it Seems0
Non-Autoregressive Machine Translation: It's Not as Fast as it Seems0
Non-Autoregressive Machine Translation with Auxiliary Regularization0
Non-Autoregressive Models are Better Multilingual Translators0
Non-Autoregressive Neural Machine Translation with Enhanced Decoder Input0
Non-Autoregressive Neural Machine Translation with Consistency Regularization Optimized Variational Framework0
Non-Autoregressive Neural Machine Translation: A Call for Clarity0
Non-Autoregressive Neural Machine Translation with Consistency Regularization Optimized Variational Framework0
Listen and Fill in the Missing Letters: Non-Autoregressive Transformer for Speech Recognition0
Non-autoregressive Transformer by Position Learning0
Non-Euclidean Hierarchical Representational Learning using Hyperbolic Graph Neural Networks for Environmental Claim Detection0
Non-linear Learning for Statistical Machine Translation0
Non-Linear Models for Confidence Estimation0
Non-linear recursive grammar for Sign languages (Grammaire r\'ecursive non lin\'eaire pour les langues des signes) [in French]0
Non-Monotonic Attention-based Read/Write Policy Learning for Simultaneous Translation0
Non-Monotonic Sentence Alignment via Semisupervised Learning0
Non-Parametric Adaptation for Neural Machine Translation0
Nonparametric Bayesian Semi-supervised Word Segmentation0
Non-parametric, Nearest-neighbor-assisted Fine-tuning for Neural Machine Translation0
Non-projective Dependency-based Pre-Reordering with Recurrent Neural Network for Machine Translation0
Normalizador de Texto para Lingua Portuguesa baseado em Modelo de Linguagem (A Normalizer based on Language Model for Texts in Portuguese)[In Portuguese]0
Normalization of Dutch User-Generated Content0
Normalization of Input-output Shared Embeddings in Text Generation Models0
Normalized and Geometry-Aware Self-Attention Network for Image Captioning0
Normalizing Early English Letters to Present-day English Spelling0
Normalizing Medieval German Texts: from rules to deep learning0
Normalizing Non-canonical Turkish Texts Using Machine Translation Approaches0
Normalizing tweets with edit scripts and recurrent neural embeddings0
NORMA: Neighborhood Sensitive Maps for Multilingual Word Embeddings0
NORMAS at SemEval-2016 Task 1: SEMSIM: A Multi-Feature Approach to Semantic Text Similarity0
North-S\'ami to Finnish rule-based machine translation system0
Not All Contexts Are Created Equal: Better Word Representations with Variable Attention0
Not All Neural Embeddings are Born Equal0
Not an Interlingua, But Close: Comparison of English AMRs to Chinese and Czech0
Novel Applications of Factored Neural Machine Translation0
Novel Document Level Features for Statistical Machine Translation0
NRC: A Machine Translation Approach to Cross-Lingual Word Sense Disambiguation (SemEval-2013 Task 10)0
NRC-CNRC Machine Translation Systems for the 2021 AmericasNLP Shared Task0
NRC-CNRC Systems for Upper Sorbian-German and Lower Sorbian-German Machine Translation 20210
NRC Machine Translation System for WMT 20170
NRC Parallel Corpus Filtering System for WMT 20190
NRC Russian-English Machine Translation System for WMT 20160
NRC Systems for Low Resource German-Upper Sorbian Machine Translation 2020: Transfer Learning with Lexical Modifications0
NRC Systems for the 2020 Inuktitut-English News Translation Task0
NSOAMT -- New Search Only Approach to Machine Translation0
NTT Neural Machine Translation Systems at WAT 20170
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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