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 8351–8400 of 10752 papers

TitleStatusHype
A Simplification-Translation-Restoration Framework for Cross-Domain SMT Applications—0
A Simplified Chinese Parser with Factored Model—0
A singular Riemannian geometry approach to Deep Neural Networks I. Theoretical foundations—0
Ask Language Model to Clean Your Noisy Translation Data—0
AskQE: Question Answering as Automatic Evaluation for Machine Translation—0
As Little as Possible, as Much as Necessary: Detecting Over- and Undertranslations with Contrastive Conditioning—0
A Smorgasbord of Features to Combine Phrase-Based and Neural Machine Translation—0
A Snapshot into the Possibility of Video Game Machine Translation—0
ASPEC: Asian Scientific Paper Excerpt Corpus—0
Aspect and Sentiment Aware Abstractive Review Summarization—0
Aspects of Terminological and Named Entity Knowledge within Rule-Based Machine Translation Models for Under-Resourced Neural Machine Translation Scenarios—0
A Speech-enabled Fixed-phrase Translator for Healthcare Accessibility—0
ASR Error Correction and Domain Adaptation Using Machine Translation—0
Assamese-English Bilingual Machine Translation—0
Assamese WordNet based Quality Enhancement of Bilingual Machine Translation System—0
Assessing Back-Translation as a Corpus Generation Strategy for non-English Tasks: A Study in Reading Comprehension and Word Sense Disambiguation—0
Assessing Divergence Measures for Automated Document Routing in an Adaptive MT System—0
Assessing Evaluation Metrics for Speech-to-Speech Translation—0
Assessing Human-Parity in Machine Translation on the Segment Level—0
Assessing Human Translations from French to Bambara for Machine Learning: a Pilot Study—0
Assessing Quality Estimation Models for Sentence-Level Prediction—0
Assessing Reference-Free Peer Evaluation for Machine Translation—0
Assessing Relative Sentence Complexity using an Incremental CCG Parser—0
Assessing the Ability of Neural Machine Translation Models to Perform Syntactic Rewriting—0
Assessing the Bilingual Knowledge Learned by Neural Machine Translation Models—0
Assessing the Comparability of News Texts—0
Assessing the Discourse Factors that Influence the Quality of Machine Translation—0
Assessing the Impact of Translation Errors on Machine Translation Quality with Mixed-effects Models—0
Assessing the Tolerance of Neural Machine Translation Systems Against Speech Recognition Errors—0
Assessing Translation capabilities of Large Language Models involving English and Indian Languages—0
Assessing Wikipedia-Based Cross-Language Retrieval Models—0
Assigning Terms to Domains by Document Classification—0
Assisting Language Learners: Automated Trans-Lingual Definition Generation via Contrastive Prompt Learning—0
Associative Conversation Model: Generating Visual Information from Textual Information—0
Associative Texture Is Lost In Translation—0
Assumed Identities: Quantifying Gender Bias in Machine Translation of Gender-Ambiguous Occupational Terms—0
Assumption Questioning: Latent Copying and Reward Exploitation in Question Generation—0
A Stacking Gated Neural Architecture for Implicit Discourse Relation Classification—0
A Statistical Machine Translation Model with Forest-to-Tree Algorithm for Semantic Parsing—0
A Statistical Model for Measuring Structural Similarity between Webpages—0
A step towards Torwali machine translation: an analysis of morphosyntactic challenges in a low-resource language—0
A Stochastic Decoder for Neural Machine Translation—0
A Structural Transformer with Relative Positions in Trees for Code-to-Sequence Tasks—0
A Structured Review of the Validity of BLEU—0
A study of attention-based neural machine translation model on Indian languages—0
A Study of Multilingual Neural Machine Translation—0
A Study of Non-autoregressive Model for Sequence Generation—0
A Study of Style in Machine Translation: Controlling the Formality of Machine Translation Output—0
A Study of Syntactic Multi-Modality in Non-Autoregressive Machine Translation—0
A Study of Syntactic Multi-Modality in Non-Autoregressive Machine Translation—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