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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 7901–7950 of 10752 papers

TitleStatusHype
A Layered Language Model based Hybrid Approach to Automatic Full Diacritization of Arabic—0
ALB at SemEval-2018 Task 10: A System for Capturing Discriminative Attributes—0
A Leveled Reading Corpus of Modern Standard Arabic—0
A Lexicalized Reordering Model for Hierarchical Phrase-based Translation—0
Alibaba's Neural Machine Translation Systems for WMT18—0
Alibaba’s Submission for the WMT 2020 APE Shared Task: Improving Automatic Post-Editing with Pre-trained Conditional Cross-Lingual BERT—0
Alibaba Submission for WMT18 Quality Estimation Task—0
Alibaba Submission to the WMT18 Parallel Corpus Filtering Task—0
Alibaba Submission to the WMT20 Parallel Corpus Filtering Task—0
Alien Coding—0
A Light Sliding-Window Part-of-Speech Tagger for the Apertium Free/Open-Source Machine Translation Platform—0
A light way to collect comparable corpora from the Web—0
A Lightweight and High Performance Monolingual Word Aligner—0
A Light Weight Stemmer in Kokborok—0
A Lightweight Terminology Verification Service for External Machine Translation Engines—0
AligNART: Non-autoregressive Neural Machine Translation by Jointly Learning to Estimate Alignment and Translate—0
Alignement sous-phrastique hi\'erarchique avec Anymalign (Hierarchical Sub-Sentential Alignment with Anymalign) [in French]—0
Aligning Bilingual Literary Works: a Pilot Study—0
Aligning Chinese-English Parallel Parse Trees: Is it Feasible?—0
Aligning context-based statistical models of language with brain activity during reading—0
Aligning English Strings with Abstract Meaning Representation Graphs—0
Aligning Neural Machine Translation Models: Human Feedback in Training and Inference—0
Aligning Predicate-Argument Structures for Paraphrase Fragment Extraction—0
Aligning Pre-trained Models for Spoken Language Translation—0
Aligning Sentences from Standard Wikipedia to Simple Wikipedia—0
Aligning Subtitles in Sign Language Videos—0
Align Me: A framework to generate Parallel Corpus Using OCRs and Bilingual Dictionaries—0
Alignment-Based Neural Machine Translation—0
Alignment-based reordering for SMT—0
Alignment-based sense selection in METEOR and the RATATOUILLE recipe—0
Alignment-free Cross-lingual Semantic Role Labeling—0
Alignment of Eye Movements and Spoken Language for Semantic Image Understanding—0
A Linear Baseline Classifier for Cross-Lingual Pronoun Prediction—0
A linguistically-motivated 2-stage Tree to Graph Transformation—0
"A Little is Enough": Few-Shot Quality Estimation based Corpus Filtering improves Machine Translation—0
Alleviating Distribution Shift in Synthetic Data for Machine Translation Quality Estimation—0
Alleviating the Inequality of Attention Heads for Neural Machine Translation—0
Alleviating the Inequality of Attention Heads for Neural Machine Translation—0
All Fragments Count in Parser Evaluation—0
All You Need is Source! A Study on Source-based Quality Estimation for Neural Machine Translation—0
Almost Free Semantic Draft for Neural Machine Translation—0
(Almost) Unsupervised Grammatical Error Correction using Synthetic Comparable Corpus—0
A Long Short-Term Memory Model for Answer Sentence Selection in Question Answering—0
A Lost Croatian Cybernetic Machine Translation Program—0
Alpha-divergence bridges maximum likelihood and reinforcement learning in neural sequence generation—0
A LSTM Approach with Sub-Word Embeddings for Mongolian Phrase Break Prediction—0
Alternated Training with Synthetic and Authentic Data for Neural Machine Translation—0
Alternative Input Signals Ease Transfer in Multilingual Machine Translation—0
Alternative Objective Functions for Training MT Evaluation Metrics—0
ALTN: Word Alignment Features for Cross-lingual Textual Entailment—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