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

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Showing 4451–4500 of 10752 papers

TitleStatusHype
Adventures in Multilingual Parsing—0
Detecting and Correcting Syntactic Errors in Machine Translation Using Feature-Based Lexicalized Tree Adjoining Grammars—0
Detecting and Correcting Learner Korean Particle Omission Errors—0
Backdoor Attack on Multilingual Machine Translation—0
Design of intelligent proofreading system for English translation based on CNN and BERT—0
Design of an Open-Source Architecture for Neural Machine Translation—0
An Empirical Study of Machine Translation for the Shared Task of WMT18—0
Design of a hybrid high quality machine translation system—0
Aya Vision: Advancing the Frontier of Multilingual Multimodality—0
Designing Language Technology Applications: A Wizard of Oz Driven Prototyping Framework—0
Designing a Russian Idiom-Annotated Corpus—0
AX Semantics' Submission to the Surface Realization Shared Task 2018—0
An Empirical Study of Leveraging Knowledge Distillation for Compressing Multilingual Neural Machine Translation Models—0
AdvAug: Robust Adversarial Augmentation for Neural Machine Translation—0
A Context-aware Convolutional Natural Language Generation model for Dialogue Systems—0
Designing and Evaluating a Reliable Corpus of Web Genres via Crowd-Sourcing—0
Designing a Frame-Semantic Machine Translation Evaluation Metric—0
Design and Implementation of English To Yorùbá Verb Phrase Machine Translation System—0
Design and Implementation of a Virtual 3D Educational Environment to improve Deaf Education—0
An Automatic Quality Metric for Evaluating Simultaneous Interpretation—0
An Empirical Study of Language Relatedness for Transfer Learning in Neural Machine Translation—0
Design and compilation of a specialized Spanish-German parallel corpus—0
Design and Annotation of the First Italian Corpus for Text Simplification—0
A Word Labeling Approach to Thai Sentence Boundary Detection and POS Tagging—0
Describing Multimedia Content using Attention-based Encoder--Decoder Networks—0
A Word-Embedding-based Sense Index for Regular Polysemy Representation—0
Revisiting Simple Domain Adaptation Methods in Unsupervised Neural Machine Translation—0
Advancing Translation Preference Modeling with RLHF: A Step Towards Cost-Effective Solution—0
DERI\&UPM: Pushing Corpus Based Relatedness to Similarity: Shared Task System Description—0
A Word Embedding Approach to Identifying Verb-Noun Idiomatic Combinations—0
Depth-Gated LSTM—0
A Wizard-of-Oz Study on A Non-Task-Oriented Dialog Systems That Reacts to User Engagement—0
An Empirical Study of Document-to-document Neural Machine Translation—0
Depth-Adaptive Transformer—0
DEPFIX: A System for Automatic Correction of Czech MT Outputs—0
A Wikipedia-based Corpus for Contextualized Machine Translation—0
Dependency Tree Abstraction for Long-Distance Reordering in Statistical Machine Translation—0
Dependency Parsing: Past, Present, and Future—0
A Web-based Annotation Framework For Large-Scale Text Correction—0
An Empirical Study of Diversity of Word Alignment and its Symmetrization Techniques for System Combination—0
Advancing Text-to-GLOSS Neural Translation Using a Novel Hyper-parameter Optimization Technique—0
A Constrained Viterbi Relaxation for Bidirectional Word Alignment—0
Abu-MaTran: Automatic building of Machine Translation—0
Dependency Parsing for Weibo: An Efficient Probabilistic Logic Programming Approach—0
Dependency Parsing for Identifying Hungarian Light Verb Constructions—0
A Web Application for the Diagnostic Evaluation of Machine Translation over Specific Linguistic Phenomena—0
Dependency Parsers for Persian—0
Dependency Network Syntax: From Dependency Treebanks to a Classification of Chinese Function Words—0
A Weakly-Supervised Streaming Multilingual Speech Model with Truly Zero-Shot Capability—0
Dependency Language Models for Sentence Completion—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