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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 3551–3600 of 10752 papers

TitleStatusHype
Decoupled Vocabulary Learning Enables Zero-Shot Translation from Unseen Languages—0
Evaluating the Cross-Lingual Effectiveness of Massively Multilingual Neural Machine Translation—0
Evaluating the effects of interactivity in a post-editing workbench—0
Evaluating the Efficacy of Length-Controllable Machine Translation—0
Exploring System Combination approaches for Indo-Aryan MT Systems—0
Evaluating the IWSLT2023 Speech Translation Tasks: Human Annotations, Automatic Metrics, and Segmentation—0
Evaluating the Learning Curve of Domain Adaptive Statistical Machine Translation Systems—0
Can General-Purpose Large Language Models Generalize to English-Thai Machine Translation ?—0
Exploring the effects of Sentence Simplification on Hindi to English Machine Translation System—0
Evaluating the Performance of Back-translation for Low Resource English-Marathi Language Pair: CFILT-IITBombay @ LoResMT 2021—0
Evaluating the Reliability and Interaction of Recursively Used Feature Classes for Terminology Extraction—0
Evaluating the Translation Accuracy of a Novel Language-Independent MT Methodology—0
Evaluating the usefulness of neural machine translation for the Polish translators in the European Commission—0
Evaluating Web-as-corpus Topical Document Retrieval with an Index of the OpenDirectory—0
Evaluation and Ranking of Machine Translated Output in Hindi Language using Precision and Recall Oriented Metrics—0
Evaluation Dataset for Zero Pronoun in Japanese to English Translation—0
\'Evaluation morphologique pour la traduction automatique : adaptation au fran (Morphological Evaluation for Machine Translation : Adaptation to French)—0
Evaluation of Abstractive Summarisation Models with Machine Translation in Deliberative Processes—0
Evaluation of a Runyankore grammar engine for healthcare messages—0
Evaluation of a Substitution Method for Idiom Transformation in Statistical Machine Translation—0
Evaluation of Automatic Video Captioning Using Direct Assessment—0
Can Multilinguality benefit Non-autoregressive Machine Translation?—0
Evaluation of Classification Algorithms and Features for Collocation Extraction in Croatian—0
Evaluation of Finite State Morphological Analyzers Based on Paradigm Extraction from Wiktionary—0
Can Neural Machine Translation be Improved with User Feedback?—0
Evaluation of large language models using an Indian language LGBTI+ lexicon—0
Evaluation of Machine Translation Based on Semantic Dependencies and Keywords—0
Evaluation of Machine Translation Methods applied to Medical Terminologies—0
Cost-benefit Analysis of Two-Stage Conditional Random Fields based English-to-Chinese Machine Transliteration—0
Evaluation of NMT-Assisted Grammar Transfer for a Multi-Language Configurable Data-to-Text System—0
Can neural networks predict dynamics they have never seen?—0
Evaluation of the domain adaptation of MT systems in ACCURAT—0
CoSTA: Code-Switched Speech Translation using Aligned Speech-Text Interleaving—0
Attention-based LSTM Network for Cross-Lingual Sentiment Classification—0
EVBCorpus - A Multi-Layer English-Vietnamese Bilingual Corpus for Studying Tasks in Comparative Linguistics—0
Event and Event Actor Alignment in Phrase Based Statistical Machine Translation—0
Event Detection and Semantic Storytelling: Generating a Travelogue from a large Collection of Personal Letters—0
Event participant modelling with neural networks—0
Event Role Extraction using Domain-Relevant Word Representations—0
Every sensible extended top-down tree transducer is a multi bottom-up tree transducer—0
Can the Language of the Collation be Translated into the Language of the Stemma? Using Machine Translation for Witness Localization—0
Evolution of transfer learning in natural language processing—0
Evolution Strategy Based Automatic Tuning of Neural Machine Translation Systems—0
EvolveMT: an Ensemble MT Engine Improving Itself with Usage Only—0
Cortex Neural Network: learning with Neural Network groups—0
Exact Decoding for Phrase-Based Statistical Machine Translation—0
Exact Decoding with Multi Bottom-Up Tree Transducers—0
Exact Maximum Inference for the Fertility Hidden Markov Model—0
Correlation between Similarity Measures for Inter-Language Linked Wikipedia Articles—0
Attention-based Encoder-Decoder Networks for Spelling and Grammatical Error Correction—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