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

Showing 89519000 of 10752 papers

TitleStatusHype
Neural Network Based Bilingual Language Model Growing for Statistical Machine Translation0
Dependency-Based Bilingual Language Models for Reordering in Statistical Machine Translation0
Dependency Parsing for Weibo: An Efficient Probabilistic Logic Programming Approach0
Bilingual Sentence Alignment of a Parallel Corpus by Using English as a Pivot Language0
A Fast and Accurate Dependency Parser using Neural Networks0
Proper Name Machine Translation from Japanese to Japanese Sign Language0
Multi-Predicate Semantic Role Labeling0
Beyond Parallel Data: Joint Word Alignment and Decipherment Improves Machine Translation0
Better Statistical Machine Translation through Linguistic Treatment of Phrasal Verbs0
Domain and Dialect Adaptation for Machine Translation into Egyptian Arabic0
Don't Until the Final Verb Wait: Reinforcement Learning for Simultaneous Machine Translation0
Syntactic SMT Using a Discriminative Text Generation Model0
Japanese to English Machine Translation using Preordering and Compositional Distributed Semantics0
Syntax and Semantics in Quality Estimation of Machine Translation0
Syntax-Augmented Machine Translation using Syntax-Label Clustering0
Morphological Segmentation for Keyword Spotting0
A machine translation system combining rule-based machine translation and statistical post-editing0
Incremental Semantic Role Labeling with Tree Adjoining Grammar0
Modeling Term Translation for Document-informed Machine Translation0
System Combination for Grammatical Error Correction0
System Description: Dependency-based Pre-ordering for Japanese-Chinese Machine Translation0
Automatic Inference of the Tense of Chinese Events Using Implicit Linguistic Information0
Mixed Language and Code-Switching in the Canadian Hansard0
Invited Talk: IBM Cognitive Computing - An NLP Renaissance!0
Event Role Extraction using Domain-Relevant Word Representations0
INVITED TALK 2: Towards Universal Syntactic Processing of Natural Language0
Exact Decoding for Phrase-Based Statistical Machine Translation0
Reducing the Impact of Data Sparsity in Statistical Machine Translation0
INVITED TALK 1: Computational Processing of Arabic Dialects0
Refining Word Segmentation Using a Manually Aligned Corpus for Statistical Machine Translation0
Exploring cross-language statistical machine translation for closely related South Slavic languages0
Exploring System Combination approaches for Indo-Aryan MT Systems0
Reordering Model for Forest-to-String Machine Translation0
Finding Good Enough: A Task-Based Evaluation of Query Biased Summarization for Cross-Language Information Retrieval0
Fitting Sentence Level Translation Evaluation with Many Dense FeaturesCode0
Foreign Words and the Automatic Processing of Arabic Social Media Text Written in Roman Script0
Forest-to-String SMT for Asian Language Translation: NAIST at WAT 20140
TECHLIMED system description for the Shared Task on Automatic Arabic Error Correction0
Local Phrase Reordering Model for Chinese-English Patent Machine Translation0
Asymmetric Features Of Human Generated Translation0
Assessing the Impact of Translation Errors on Machine Translation Quality with Mixed-effects Models0
Testing for Significance of Increased Correlation with Human Judgment0
Handling OOV Words in Dialectal Arabic to English Machine Translation0
A Comparison of MT Methods for Closely Related Languages: a Case Study on Czech - Slovak Language Pair0
Learning to Translate: A Query-Specific Combination Approach for Cross-Lingual Information Retrieval0
Learning to Differentiate Better from Worse Translations0
Rule-based Syntactic Preprocessing for Syntax-based Machine Translation0
Learning Phrase Representations using RNN Encoder--Decoder for Statistical Machine Translation0
Learning Hierarchical Translation Spans0
Human Effort and Machine Learnability in Computer Aided Translation0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Transformer Cycle (Rev)BLEU score35.14Unverified
2Noisy back-translationBLEU score35Unverified
3Transformer+Rep(Uni)BLEU score33.89Unverified
4T5-11BBLEU score32.1Unverified
5BiBERTBLEU score31.26Unverified
6Transformer + R-DropBLEU score30.91Unverified
7Bi-SimCutBLEU score30.78Unverified
8BERT-fused NMTBLEU score30.75Unverified
9Data Diversification - TransformerBLEU score30.7Unverified
10SimCutBLEU score30.56Unverified
#ModelMetricClaimedVerifiedStatus
1Transformer+BT (ADMIN init)BLEU score46.4Unverified
2Noisy back-translationBLEU score45.6Unverified
3mRASP+Fine-TuneBLEU score44.3Unverified
4Transformer + R-DropBLEU score43.95Unverified
5Transformer (ADMIN init)BLEU score43.8Unverified
6AdminBLEU score43.8Unverified
7BERT-fused NMTBLEU score43.78Unverified
8MUSE(Paralllel Multi-scale Attention)BLEU score43.5Unverified
9T5BLEU score43.4Unverified
10Local Joint Self-attentionBLEU score43.3Unverified
#ModelMetricClaimedVerifiedStatus
1PiNMTBLEU score40.43Unverified
2BiBERTBLEU score38.61Unverified
3Bi-SimCutBLEU score38.37Unverified
4Cutoff + Relaxed Attention + LMBLEU score37.96Unverified
5DRDABLEU score37.95Unverified
6Transformer + R-Drop + CutoffBLEU score37.9Unverified
7SimCutBLEU score37.81Unverified
8Cutoff+KneeBLEU score37.78Unverified
9CutoffBLEU score37.6Unverified
10CipherDAugBLEU score37.53Unverified
#ModelMetricClaimedVerifiedStatus
1HWTSC-Teacher-SimScore19.97Unverified
2MS-COMET-22Score19.89Unverified
3MS-COMET-QE-22Score19.76Unverified
4KG-BERTScoreScore17.28Unverified
5metricx_xl_DA_2019Score17.17Unverified
6COMET-QEScore16.8Unverified
7COMET-22Score16.31Unverified
8UniTE-srcScore15.68Unverified
9UniTE-refScore15.38Unverified
10metricx_xxl_DA_2019Score15.24Unverified