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 2851–2900 of 10752 papers

TitleStatusHype
Dictionary-based Data Augmentation for Cross-Domain Neural Machine Translation—0
Dictionary-based Domain Adaptation of MT Systems without Retraining—0
Dictionary-based Phrase-level Prompting of Large Language Models for Machine Translation—0
Dict-NMT: Bilingual Dictionary based NMT for Extremely Low Resource Languages—0
Dict-NMT: Bilingual Dictionary based NMT for Extremely Low Resource Languages—0
DiDi's Machine Translation System for WMT2020—0
Creating Interactive Macaronic Interfaces for Language Learning—0
Did they direct the violence or admonish it? A cautionary tale on contronomy, androcentrism and back-translation foibles—0
Did Translation Models Get More Robust Without Anyone Even Noticing?—0
Different Flavors of GUM: Evaluating Genre and Sentence Type Effects on Multilayer Corpus Annotation Quality—0
Differentiable Dynamic Programming for Structured Prediction and Attention—0
Differentiable Expected BLEU for Text Generation—0
Plug-in, Trainable Gate for Streamlining Arbitrary Neural Networks—0
Differentiable Sampling with Flexible Reference Word Order for Neural Machine Translation—0
Differentiable Scheduled Sampling for Credit Assignment—0
Creating Domain-Specific Translation Memories for Machine Translation Fine-tuning: The TRENCARD Bilingual Cardiology Corpus—0
Differentiable Window for Dynamic Local Attention—0
Diffusion Glancing Transformer for Parallel Sequence to Sequence Learning—0
Bayesian Reordering Model with Feature Selection—0
Attention Link: An Efficient Attention-Based Low Resource Machine Translation Architecture—0
DiffSLT: Enhancing Diversity in Sign Language Translation via Diffusion Model—0
DiffusER: Discrete Diffusion via Edit-based Reconstruction—0
A Survey of Diffusion Models in Natural Language Processing—0
Diformer: Directional Transformer for Neural Machine Translation—0
Digging Errors in NMT: Evaluating and Understanding Model Errors from Hypothesis Distribution—0
Digitizing 18th-Century French Literature: Comparing transcription methods for a critical edition text—0
Bayesian Word Alignment for Massively Parallel Texts—0
Dimension Projection among Languages based on Pseudo-relevant Documents for Query Translation—0
Analysing ParCor and its Translations by State-of-the-art SMT Systems—0
DiP Benchmark Tests: Evaluation Benchmarks for Discourse Phenomena in MT—0
Creating Arabic LLM Prompts at Scale—0
Analysing Lexical Consistency in Translation—0
Beam Search Strategies for Neural Machine Translation—0
Direct Error Rate Minimization for Statistical Machine Translation—0
Direct Exploitation of Attention Weights for Translation Quality Estimation—0
A Neural Entity Coreference Resolution Review—0
Direct Loss Minimization for Structured Prediction—0
Direct Neural Machine Translation with Task-level Mixture of Experts models—0
BehanceMT: A Machine Translation Corpus for Livestreaming Video Transcripts—0
Creating and using large monolingual parallel corpora for sentential paraphrase generation—0
DirectQE: Direct Pretraining for Machine Translation Quality Estimation—0
Being Generous with Sub-Words towards Small NMT Children—0
Direct Speech-to-Speech Neural Machine Translation: A Survey—0
Direct Speech to Speech Translation: A Review—0
Dirt Cheap Web-Scale Parallel Text from the Common Crawl—0
Disambiguated Lexically Constrained Neural Machine Translation—0
Disambiguating prepositional phrase attachment sites with sense information captured in contextualized distributional data—0
Disambiguating Symbolic Expressions in Informal Documents—0
Disambiguation of pre/post positions in English - Malayalam Text Translation—0
Creating a massively parallel Bible corpus—0
Show:102550
← PrevPage 58 of 216Next →
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