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 29012950 of 10752 papers

TitleStatusHype
Building a Parallel Corpus and Training Translation Models Between Luganda and English0
Apertium-fin-eng--Rule-based Shallow Machine Translation for WMT 2019 Shared Task0
A hybrid approach for automatic clause boundary identification in Hindi0
Apertium: a free/open source platform for machine translation and basic language technology0
Building a Neural Machine Translation System Using Only Synthetic Parallel Data0
Building an English-Chinese Parallel Corpus Annotated with Sub-sentential Translation Techniques0
A Performance Study of Cube Pruning for Large-Scale Hierarchical Machine Translation0
A Human Judgement Corpus and a Metric for Arabic MT Evaluation0
Adabot: Fault-Tolerant Java Decompiler0
Building and Modelling Multilingual Subjective Corpora0
Building an Arabic Machine Translation Post-Edited Corpus: Guidelines and Annotation0
"A Passage to India": Pre-trained Word Embeddings for Indian Languages0
Building a Multi-domain Neural Machine Translation Model using Knowledge Distillation0
Building a Monolingual Parallel Corpus for Text Simplification Using Sentence Similarity Based on Alignment between Word Embeddings0
``A Passage to India'': Pre-trained Word Embeddings for Indian Languages0
A human evaluation of English-Irish statistical and neural machine translation0
Building a Macro Chinese Discourse Treebank0
Building a Hierarchically Aligned Chinese-English Parallel Treebank0
A Parallel WordNet for English, Swedish and Bulgarian0
Building A Handwritten Cuneiform Character Imageset0
Building a German/Simple German Parallel Corpus for Automatic Text Simplification0
A Parallel Recurrent Neural Network for Language Modeling with POS Tags0
A House United: Bridging the Script and Lexical Barrier between Hindi and Urdu0
Building a Functional Machine Translation Corpus for Kpelle0
Building a Dataset of Multilingual Cognates for the Romanian Lexicon0
Building a Corpus of Errors and Quality in Machine Translation: Experiments on Error Impact0
Building a Corpus for Corporate Websites Machine Translation Evaluation. A Step by Step Methodological Approach0
A Parallel Corpus of Translationese0
A Holistic Approach to Bilingual Sentence Fragment Extraction from Comparable Corpora0
Building A Case-based Semantic English-Chinese Parallel Treebank0
Building a Better Bitext for Structurally Different Languages through Self-training0
Building a 70 billion word corpus of English from ClueWeb0
Buildind a Resource of Patterns Using Semantic Types0
A Parallel Corpus of Theses and Dissertations Abstracts0
A High-Quality Web Corpus of Czech0
ACT-MNMT Auto-Constriction Turning for Multilingual Neural Machine Translation0
Accelerating Neural Architecture Exploration Across Modalities Using Genetic Algorithms0
Bucking the Trend: Large-Scale Cost-Focused Active Learning for Statistical Machine Translation0
BUCEADOR, a multi-language search engine for digital libraries0
A Parallel Corpus of Arabic-Japanese News Articles0
BUCC 2017 Shared Task: a First Attempt Toward a Deep Learning Framework for Identifying Parallel Sentences in Comparable Corpora0
BUCC2017: A Hybrid Approach for Identifying Parallel Sentences in Comparable Corpora0
A Parallel Corpus for Evaluating Machine Translation between Arabic and European Languages0
A Hierarchical Neural Network for Sequence-to-Sequences Learning0
BUAP: Evaluating Features for Multilingual and Cross-Level Semantic Textual Similarity0
BTPK-based interpretable method for NER tasks based on Talmudic Public Announcement Logic0
A parallel collection of clinical trials in Portuguese and English0
BTG-based Machine Translation with Simple Reordering Model using Structured Perceptron0
A Hierarchical Neural Model for Learning Sequences of Dialogue Acts0
Active Learning for Post-Editing Based Incrementally Retrained MT0
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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