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 4601–4650 of 10752 papers

TitleStatusHype
A Neural Reordering Model for Phrase-based Translation—0
A Neural-Symbolic Approach Towards Identifying Grammatically Correct Sentences—0
A Neural Verb Lexicon Model with Source-side Syntactic Context for String-to-Tree Machine Translation—0
An Evaluation of Language-Agnostic Inner-Attention-Based Representations in Machine Translation—0
An Evaluation of Parser Robustness for Ungrammatical Sentences—0
An Evaluation of Persian-English Machine Translation Datasets with Transformers—0
An Evaluation of Statistical Post-Editing Systems Applied to RBMT and SMT Systems—0
An Evaluation of Subword Segmentation Strategies for Neural Machine Translation of Morphologically Rich Languages—0
An Evaluation of Two Vocabulary Reduction Methods for Neural Machine Translation—0
A New Approach for Idiom Identification Using Meanings and the Web—0
A new approach to calculating BERTScore for automatic assessment of translation quality—0
A New Massive Multilingual Dataset for High-Performance Language Technologies—0
A New Minimally-Supervised Framework for Domain Word Sense Disambiguation—0
A New Parsing Algorithm for Combinatory Categorial Grammar—0
A New Search Approach for Interactive-Predictive Computer-Assisted Translation—0
A new semantically annotated corpus with syntactic-semantic and cross-lingual senses—0
A New Semantic Lexicon and Similarity Measure in Bangla—0
A New Syntactic Metric for Evaluation of Machine Translation—0
An experimental analysis of Noise-Contrastive Estimation: the noise distribution matters—0
An Experiment on Speech-to-Text Translation Systems for Manipuri to English on Low Resource Setting—0
An Explainable Adversarial Robustness Metric for Deep Learning Neural Networks—0
An Exploration of Data Augmentation Techniques for Improving English to Tigrinya Translation—0
An Exploration of Discourse-Based Sentence Spaces for Compositional Distributional Semantics—0
An Exploration of Neural Sequence-to-Sequence Architectures for Automatic Post-Editing—0
An Exploration of Placeholding in Neural Machine Translation—0
An Exploration of Post-Editing Effectiveness in Text Summarization—0
An Exploratory Study on Multilingual Quality Estimation—0
An Exploratory Study on Utilising the Web of Linked Data for Product Data Mining—0
An Extensive Empirical Evaluation of Character-Based Morphological Tagging for 14 Languages—0
An Imitation Learning Curriculum for Text Editing with Non-Autoregressive Models—0
An implementation of a Latvian resource grammar in Grammatical Framework—0
An Improved Hierarchical Word Sequence Language Model Using Directional Information—0
An Improvement in Cross-Language Document Retrieval Based on Statistical Models—0
An inclusive review on deep learning techniques and their scope in handwriting recognition—0
An Incomplete Loop: Deductive, Inductive, and Abductive Learning in Large Language Models—0
An In-Context and Collaborative Software Localisation Model—0
An Incremental Algorithm for Transition-based CCG Parsing—0
An In-depth Walkthrough on Evolution of Neural Machine Translation—0
An Infinite Hierarchical Bayesian Model of Phrasal Translation—0
An Initial Test Collection for Ranked Retrieval of SMS Conversations—0
An Interactive Machine Translation Framework for Modernizing Historical Documents—0
An Interactive Web-Interface for Visualizing the Inner Workings of the Question Answering LSTM—0
An Intrinsic Nearest Neighbor Analysis of Neural Machine Translation Architectures—0
An Introductory Survey on Attention Mechanisms in NLP Problems—0
An Investigation of Machine Translation Evaluation Metrics in Cross-lingual Question Answering—0
An Investigation of the Sampling-Based Alignment Method and Its Contributions—0
An Investigation of Warning Erroneous Chat Translations in Cross-lingual Communication—0
An Investigative Study of Multi-Modal Cross-Lingual Retrieval—0
An Iterative Approach for Mining Parallel Sentences in a Comparable Corpus—0
An Iterative Link-based Method for Parallel Web Page Mining—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