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 3201–3250 of 10752 papers

TitleStatusHype
A general framework for minimizing translation effort: towards a principled combination of translation technologies in computer-aided translation—0
Acquiring Knowledge from Pre-trained Model to Neural Machine Translation—0
A case study on English-Malayalam Machine Translation—0
A3-108 Machine Translation System for Similar Language Translation Shared Task 2020—0
Dudley North visits North London: Learning When to Transliterate to Arabic—0
Bilingual Sentence Alignment of a Parallel Corpus by Using English as a Pivot Language—0
Dual-view Curricular Optimal Transport for Cross-lingual Cross-modal Retrieval—0
Effective General-Domain Data Inclusion for the Machine Translation Task by Vanilla Transformers—0
Effective Incorporation of Source Syntax into Hierarchical Phrase-based Translation—0
Effectively Aligning and Filtering Parallel Corpora under Sparse Data Conditions—0
Effectively pretraining a speech translation decoder with Machine Translation data—0
Dual Supervised Learning—0
An Investigation of Machine Translation Evaluation Metrics in Cross-lingual Question Answering—0
Effective Quantization Approaches for Recurrent Neural Networks—0
Effective Selection of Translation Model Training Data—0
Effective Self-Mining of In-Context Examples for Unsupervised Machine Translation with LLMs—0
Dual Subtitles as Parallel Corpora—0
Controllable Dual Skew Divergence Loss for Neural Machine Translation—0
Bilingual Methods for Adaptive Training Data Selection for Machine Translation—0
Effects of Prompt Length on Domain-specific Tasks for Large Language Models—0
Dual Reconstruction: a Unifying Objective for Semi-Supervised Neural Machine Translation—0
Efficient automated U-Net based tree crown delineation using UAV multi-spectral imagery on embedded devices—0
Bilingually-constrained Synthetic Data for Implicit Discourse Relation Recognition—0
Efficient Bilingual Generalization from Neural Transduction Grammar Induction—0
An Introductory Survey on Attention Mechanisms in NLP Problems—0
A Gamified Evaluation and Recruitment Platform for Low Resource Language Machine Translation Systems—0
Efficient Disfluency Detection with Transition-based Parsing—0
Dual Past and Future for Neural Machine Translation—0
Dual Learning: Theoretical Study and an Algorithmic Extension—0
Efficient Implementation of Beam-Search Incremental Parsers—0
Bilingually-constrained Phrase Embeddings for Machine Translation—0
Efficient Inference For Neural Machine Translation—0
Dual Learning: Theoretical Study and Algorithmic Extensions—0
Bilingual Low-Resource Neural Machine Translation with Round-Tripping: The Case of Persian-Spanish—0
An Intrinsic Nearest Neighbor Analysis of Neural Machine Translation Architectures—0
Efficiently Exploring Large Language Models for Document-Level Machine Translation with In-context Learning—0
Dual Fixed-Size Ordinally Forgetting Encoding (FOFE) for Competitive Neural Language Models—0
Dual Embeddings and Metrics for Relational Similarity—0
DTED: Evaluation of Machine Translation Structure Using Dependency Parsing and Tree Edit Distance—0
Efficient Machine Translation Domain Adaptation—0
Bilingual Lexicon Induction for Low-Resource Languages using Graph Matching via Optimal Transport—0
An Interactive Web-Interface for Visualizing the Inner Workings of the Question Answering LSTM—0
Efficient Machine Translation with Model Pruning and Quantization—0
A fuzzier approach to machine translation evaluation: A pilot study on post-editing productivity and automated metrics in commercial settings—0
Efficient Neural Machine Translation for Low-Resource Languages via Exploiting Related Languages—0
Efficient Neural Machine Translation with Prior Word Alignment—0
Acquiring distributed representations for verb-object pairs by using word2vec—0
DSim, a Danish Parallel Corpus for Text Simplification—0
Efficient Sample-Specific Encoder Perturbations—0
Bilingual Lexicon Induction for Low-Resource Languages using Graph Matching via Optimal Transport—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