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 851–900 of 10752 papers

TitleStatusHype
TM2T: Stochastic and Tokenized Modeling for the Reciprocal Generation of 3D Human Motions and TextsCode1
End-to-end Speech Translation via Cross-modal Progressive TrainingCode1
Generalised Unsupervised Domain Adaptation of Neural Machine Translation with Cross-Lingual Data SelectionCode0
Align-to-Distill: Trainable Attention Alignment for Knowledge Distillation in Neural Machine TranslationCode0
Gender Inflected or Bias Inflicted: On Using Grammatical Gender Cues for Bias Evaluation in Machine TranslationCode0
Gender in Danger? Evaluating Speech Translation Technology on the MuST-SHE CorpusCode0
Gender Lost In Translation: How Bridging The Gap Between Languages Affects Gender Bias in Zero-Shot Multilingual TranslationCode0
Generating Authentic Adversarial Examples beyond Meaning-preserving with Doubly Round-trip TranslationCode0
Gender Bias in English-to-Greek Machine TranslationCode0
GeezSwitch: Language Identification in Typologically Related Low-resourced East African LanguagesCode0
Gender Bias in Machine TranslationCode0
Generating Classical Chinese Poems from Vernacular ChineseCode0
Aligning Translation-Specific Understanding to General Understanding in Large Language ModelsCode0
Adapting Word Embeddings to New Languages with Morphological and Phonological Subword RepresentationsCode0
gaHealth: An English-Irish Bilingual Corpus of Health DataCode0
gaHealth: An English–Irish Bilingual Corpus of Health DataCode0
Gamified Crowdsourcing for Idiom Corpora ConstructionCode0
GATE: A Challenge Set for Gender-Ambiguous Translation ExamplesCode0
Fully Character-Level Neural Machine Translation without Explicit SegmentationCode0
Further Investigation into Reference Bias in Monolingual Evaluation of Machine TranslationCode0
In-Context Example Selection via Similarity Search Improves Low-Resource Machine TranslationCode0
Generating Factoid Questions With Recurrent Neural Networks: The 30M Factoid Question-Answer CorpusCode0
From Machine Translation to Code-Switching: Generating High-Quality Code-Switched TextCode0
Adapting to Non-Centered Languages for Zero-shot Multilingual TranslationCode0
From Masked Language Modeling to Translation: Non-English Auxiliary Tasks Improve Zero-shot Spoken Language UnderstandingCode0
Adapting to All Domains at Once: Rewarding Domain Invariance in SMTCode0
From MTEB to MTOB: Retrieval-Augmented Classification for Descriptive GrammarsCode0
AlignAtt: Using Attention-based Audio-Translation Alignments as a Guide for Simultaneous Speech TranslationCode0
Adapting Sequence Models for Sentence CorrectionCode0
FRMT: A Benchmark for Few-Shot Region-Aware Machine TranslationCode0
Found in Translation: Learning Robust Joint Representations by Cyclic Translations Between ModalitiesCode0
FRAGE: Frequency-Agnostic Word RepresentationCode0
From Gameplay to Symbolic Reasoning: Learning SAT Solver Heuristics in the Style of Alpha(Go) ZeroCode0
From Priest to Doctor: Domain Adaptaion for Low-Resource Neural Machine TranslationCode0
Focused Concatenation for Context-Aware Neural Machine TranslationCode0
F-MALLOC: Feed-forward Memory Allocation for Continual Learning in Neural Machine TranslationCode0
A Bayesian Optimization Approach to Machine Translation RerankingCode0
Formality Style Transfer with Shared Latent SpaceCode0
FLEURS: Few-shot Learning Evaluation of Universal Representations of SpeechCode0
Assessing the Ability of Self-Attention Networks to Learn Word OrderCode0
FlowSense: A Natural Language Interface for Visual Data Exploration within a Dataflow SystemCode0
Fixing Translation Divergences in Parallel Corpora for Neural MTCode0
Accurate Word Alignment Induction from Neural Machine TranslationCode0
Fixup Initialization: Residual Learning Without NormalizationCode0
From the Paft to the Fiiture: a Fully Automatic NMT and Word Embeddings Method for OCR Post-CorrectionCode0
Algorithms for Weighted Pushdown AutomataCode0
Fine-Tuning MT systems for Robustness to Second-Language Speaker VariationsCode0
Adapting Multilingual Neural Machine Translation to Unseen LanguagesCode0
Fine-Tuning by Curriculum Learning for Non-Autoregressive Neural Machine TranslationCode0
Fine-grained Human Evaluation of Transformer and Recurrent Approaches to Neural Machine Translation for English-to-ChineseCode0
Show:102550
← PrevPage 18 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