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 86018650 of 10752 papers

TitleStatusHype
Proceedings of the 1st Workshop on Semantics-Driven Statistical Machine Translation (S2MT 2015)0
A Factory of Comparable Corpora from Wikipedia0
Representation Based Translation Evaluation Metrics0
Cross-lingual Transfer for Unsupervised Dependency Parsing Without Parallel Data0
A Pilot Study on Arabic Multi-Genre Corpus Diacritization0
Revisiting Word Embedding for Contrasting MeaningCode0
Sequential Annotation and Chunking of Chinese Discourse Structure0
Boosting English-Chinese Machine Transliteration via High Quality Alignment and Multilingual Resources0
Exploring the effect of semantic similarity for Phrase-based Machine Translation0
A Language-Independent Feature Schema for Inflectional Morphology0
A Deeper Exploration of the Standard PB-SMT Approach to Text Simplification and its Evaluation0
A Generative Model for Extracting Parallel Fragments from Comparable Documents0
Learning Semantic Word Embeddings based on Ordinal Knowledge Constraints0
A CRF Method of Identifying Prepositional Phrases in Chinese Patent Texts0
Semantic Structure Analysis of Noun Phrases using Abstract Meaning Representation0
NCU IISR English-Korean and English-Chinese Named Entity Transliteration Using Different Grapheme Segmentation Approaches0
Low Resource Dependency Parsing: Cross-lingual Parameter Sharing in a Neural Network Parser0
Entity Hierarchy Embedding0
Do dependency parsing metrics correlate with human judgments?0
A Methodology for Bilingual Lexicon Extraction from Comparable Corpora0
Obtaining SMT dictionaries for related languages0
The Fixed-Size Ordinally-Forgetting Encoding Method for Neural Network Language Models0
Natural Language Processing for Dialectical Arabic: A Survey0
MultiGranCNN: An Architecture for General Matching of Text Chunks on Multiple Levels of Granularity0
Improving Pivot Translation by Remembering the Pivot0
Feature Optimization for Constituent Parsing via Neural Networks0
Counting What Counts: Decompounding for Keyphrase Extraction0
Ground Truth for Grammatical Error Correction Metrics0
Knowledge Portability with Semantic Expansion of Ontology Labels0
Learning Tag Embeddings and Tag-specific Composition Functions in Recursive Neural Network0
String-to-Tree Multi Bottom-up Tree Transducers0
OMWEdit - The Integrated Open Multilingual Wordnet Editing System0
Improving Chinese Grammatical Error Correction with Corpus Augmentation and Hierarchical Phrase-based Statistical Machine Translation0
Learning to Adapt Credible Knowledge in Cross-lingual Sentiment Analysis0
Leveraging Compounds to Improve Noun Phrase Translation from Chinese and German0
Exploring the Planet of the APEs: a Comparative Study of State-of-the-art Methods for MT Automatic Post-Editing0
Establishing sentential structure via realignments from small parallel corpora0
Automated Simultaneous Interpretation: Hints of a Cognitive Framework for Machine Translation0
Recurrent Neural Network based Rule Sequence Model for Statistical Machine Translation0
QCMUQ@QALB-2015 Shared Task: Combining Character level MT and Error-tolerant Finite-State Recognition for Arabic Spelling Correction0
A Discriminative Model for Semantics-to-String Translation0
Improving Evaluation of Machine Translation Quality Estimation0
A Unified Kernel Approach for Learning Typed Sentence Rewritings0
Keywords, phrases, clauses and sentences: topicality, indicativeness and informativeness at scales0
Efficient Top-Down BTG Parsing for Machine Translation Preordering0
Round trips with meaning stopovers0
One Tense per Scene: Predicting Tense in Chinese Conversations0
Ongoing Study for Enhancing Chinese-Spanish Translation with Morphology Strategies0
On Improving the Human Translation Process by Using MT Technologies under a Cognitive Framework0
Evaluating Machine Translation Systems with Second Language Proficiency Tests0
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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