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
TECHLIMED@QALB-Shared Task 2015: a hybrid Arabic Error Correction System0
Counting What Counts: Decompounding for Keyphrase Extraction0
Improving Chinese Grammatical Error Correction with Corpus Augmentation and Hierarchical Phrase-based Statistical Machine Translation0
IITP: Multiobjective Differential Evolution based Twitter Named Entity Recognition0
IHS\_RD: Lexical Normalization for English Tweets0
A Methodology for Bilingual Lexicon Extraction from Comparable Corpora0
Conceptual Annotations Preserve Structure Across Translations: A French-English Case Study0
Sequential Annotation and Chunking of Chinese Discourse Structure0
Grammatical Error Correction Considering Multi-word Expressions0
SAHSOH@QALB-2015 Shared Task: A Rule-Based Correction Method of Common Arabic Native and Non-Native Speakers' Errors0
Round trips with meaning stopovers0
Robust Part-of-speech Tagging of Arabic Text0
Accurate Cross-lingual Projection between Count-based Word Vectors by Exploiting Translatable Context Pairs0
AIDA2: A Hybrid Approach for Token and Sentence Level Dialect Identification in Arabic0
Do dependency parsing metrics correlate with human judgments?0
Deep Neural Language Models for Machine Translation0
The SoNLP-DP System in the CoNLL-2015 shared Task0
Instance Selection Improves Cross-Lingual Model Training for Fine-Grained Sentiment Analysis0
Cross-lingual Transfer for Unsupervised Dependency Parsing Without Parallel Data0
Analyzing Optimization for Statistical Machine Translation: MERT Learns Verbosity, PRO Learns Length0
A Coactive Learning View of Online Structured Prediction in Statistical Machine Translation0
A Synchronous Hyperedge Replacement Grammar based approach for AMR parsing0
What's in a Domain? Analyzing Genre and Topic Differences in Statistical Machine Translation0
The Fixed-Size Ordinally-Forgetting Encoding Method for Neural Network Language Models0
UNRAVEL---A Decipherment Toolkit0
A Language-Independent Feature Schema for Inflectional Morphology0
One Tense per Scene: Predicting Tense in Chinese Conversations0
OMWEdit - The Integrated Open Multilingual Wordnet Editing System0
Emotion Detection in Code-switching Texts via Bilingual and Sentimental Information0
Multi-Pass Decoding With Complex Feature Guidance for Statistical Machine Translation0
Multi-level Translation Quality Prediction with QuEst++0
MT Quality Estimation for Computer-assisted Translation: Does it Really Help?0
Low Resource Dependency Parsing: Cross-lingual Parameter Sharing in a Neural Network Parser0
Lexical Comparison Between Wikipedia and Twitter Corpora by Using Word Embeddings0
Leveraging Compounds to Improve Noun Phrase Translation from Chinese and German0
Learning Word Reorderings for Hierarchical Phrase-based Statistical Machine Translation0
Learning Hybrid Representations to Retrieve Semantically Equivalent Questions0
Learning Cross-lingual Word Embeddings via Matrix Co-factorization0
Automatic Keyword Extraction on Twitter0
Automatic Discrimination between Cognates and Borrowings0
A Deeper Exploration of the Standard PB-SMT Approach to Text Simplification and its Evaluation0
Improving Pivot Translation by Remembering the Pivot0
WA-Continuum: Visualising Word Alignments across Multiple Parallel Sentences Simultaneously0
IMI --- A Multilingual Semantic Annotation Environment0
Constrained Semantic Forests for Improved Discriminative Semantic Parsing0
Ground Truth for Grammatical Error Correction Metrics0
Transition-based Dependency DAG Parsing Using Dynamic Oracles0
Semantic Structure Analysis of Noun Phrases using Abstract Meaning Representation0
Generative Incremental Dependency Parsing with Neural Networks0
A Long Short-Term Memory Model for Answer Sentence Selection in Question Answering0
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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