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 3451–3500 of 10752 papers

TitleStatusHype
Hybrid Statistical Machine Translation for English-Myanmar: UTYCC Submission to WAT-2021—0
The Myth of Signing Avatars—0
Neural Machine Translation with Inflected Lexicon—0
Beyond Sentence-Level End-to-End Speech Translation: Context Helps—0
VUS at IWSLT 2021: A Finetuned Pipeline for Offline Speech Translation—0
NAIST English-to-Japanese Simultaneous Translation System for IWSLT 2021 Simultaneous Text-to-text Task—0
Make the Blind Translator See The World: A Novel Transfer Learning Solution for Multimodal Machine Translation—0
Surprise Language Challenge: Developing a Neural Machine Translation System between Pashto and English in Two Months—0
Investigating Active Learning in Interactive Neural Machine Translation—0
Discriminative Reranking for Neural Machine Translation—0
Probing Multi-modal Machine Translation with Pre-trained Language Model—0
Synchronous Syntactic Attention for Transformer Neural Machine Translation—0
Validating Quality Estimation in a Computer-Aided Translation Workflow: Speed, Cost and Quality Trade-off—0
基于模型不确定性约束的半监督汉缅神经机器翻译(Semi-Supervised Chinese-Myanmar Neural Machine Translation based Model-Uncertainty)—0
Optimal Word Segmentation for Neural Machine Translation into Dravidian Languages—0
Bayesian Model-Agnostic Meta-Learning with Matrix-Valued Kernels for Quality Estimation—0
基于枢轴语言系统融合的词汇混淆网络神经机器翻译(Neural Machine Translation for Vocabulary Confusion Network Based on Pivotal Language System Fusion)—0
nmT5 - Is parallel data still relevant for pre-training massively multilingual language models?—0
Love Thy Neighbor: Combining Two Neighboring Low-Resource Languages for Translation—0
融合XLM词语表示的神经机器译文自动评价方法(Neural Automatic Evaluation of Machine Translation Method Combined with XLM Word Representation)—0
GX at SemEval-2021 Task 2: BERT with Lemma Information for MCL-WiC TaskCode0
SkoltechNLP at SemEval-2021 Task 2: Generating Cross-Lingual Training Data for the Word-in-Context Task—0
Introducing Mouse Actions into Interactive-Predictive Neural Machine Translation—0
Improved English to Hindi Multimodal Neural Machine Translation—0
TMU NMT System with Japanese BART for the Patent task of WAT 2021—0
Defining meaningful units. Challenges in sign segmentation and segment-meaning mapping (short paper)—0
KIT’s IWSLT 2021 Offline Speech Translation System—0
Transformer-Based Direct Hidden Markov Model for Machine Translation—0
Like Chalk and Cheese? On the Effects of Translationese in MT Training—0
Meta Learning and Its Applications to Natural Language Processing—0
Multilingual Speech Translation with Unified Transformer: Huawei Noah’s Ark Lab at IWSLT 2021—0
融合零指代识别的篇章级机器翻译(Context-aware Machine Translation Integrating Zero Pronoun Recognition)—0
Uyghur Metaphor Detection Via Considering Emotional Consistency—0
Studying The Impact Of Document-level Context On Simultaneous Neural Machine Translation—0
Automatic generation of a 3D sign language avatar on AR glasses given 2D videos of human signers—0
Dealing with the Paradox of Quality Estimation—0
Sentiment Preservation in Review Translation using Curriculum-based Re-inforcement Framework—0
Multi-Head Highly Parallelized LSTM Decoder for Neural Machine Translation—0
Optimizing Word Alignments with Better Subword Tokenization—0
On the differences between BERT and MT encoder spaces and how to address them in translation tasks—0
Without Further Ado: Direct and Simultaneous Speech Translation by AppTek in 2021—0
Fast and Accurate Neural Machine Translation with Translation Memory—0
Observing the Learning Curve of NMT Systems With Regard to Linguistic Phenomena—0
Keynote Abstract: Events on a Global Scale: Towards Language-Agnostic Event Extraction—0
A Comparison of Different NMT Approaches to Low-Resource Dutch-Albanian Machine Translation—0
Neural Machine Translation in Low-Resource Setting: a Case Study in English-Marathi Pair—0
Morphologically-Guided Segmentation For Translation of Agglutinative Low-Resource LanguagesCode0
The Effect of Domain and Diacritics in Yoruba–English Neural Machine Translation—0
Multilingual Machine Translation Systems at WAT 2021: One-to-Many and Many-to-One Transformer based NMT—0
Reducing Length Bias in Scoring Neural Machine Translation via a Causal Inference Method—0
Show:102550
← PrevPage 70 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