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 9401–9450 of 10752 papers

TitleStatusHype
Creation of Lexical Relations for IndoWordNet—0
Creativity in translation: machine translation as a constraint for literary texts—0
CRFs-Based Chinese Word Segmentation for Micro-Blog with Small-Scale Data—0
Critical Appraisal of Artificial Intelligence-Mediated Communication—0
Critical Learning Periods: Leveraging Early Training Dynamics for Efficient Data Pruning—0
Cross-Attention Based Influence Model for Manual and Nonmanual Sign Language Analysis—0
Cross-Dimensional Self-Attention for Multivariate, Geo-tagged Time Series Imputation—0
Cross-Domain Review Helpfulness Prediction Based on Convolutional Neural Networks with Auxiliary Domain Discriminators—0
Crossformer: Transformer with Alternated Cross-Layer Guidance—0
Crossing the Conversational Chasm: A Primer on Natural Language Processing for Multilingual Task-Oriented Dialogue Systems—0
Cross-Language Approach for Quranic QA—0
Cross-Language Authorship Attribution—0
Cross-language Learning with Adversarial Neural Networks—0
Cross-Language Plagiarism Detection Methods—0
Cross-language Projection of Dependency Trees for Tree-to-tree Machine Translation—0
Cross-language Projection of Dependency Trees with Constrained Partial Parsing for Tree-to-Tree Machine Translation—0
Cross-Language Question Re-Ranking—0
Cross-language Sentence Selection via Data Augmentation and Rationale Training—0
Crosslingual Annotation and Analysis of Implicit Discourse Connectives for Machine Translation—0
Cross-Lingual Approaches to Reference Resolution in Dialogue Systems—0
Cross-Lingual Content Scoring—0
Cross-Lingual Conversational Speech Summarization with Large Language Models—0
Cross-lingual Coreference Resolution of Pronouns—0
Cross-lingual Cross-modal Pretraining for Multimodal Retrieval—0
Cross-lingual Dataless Classification for Languages with Small Wikipedia Presence—0
Cross-lingual Data Transformation and Combination for Text Classification—0
Cross-lingual dependency parsing for closely related languages - Helsinki's submission to VarDial 2017—0
Cross-lingual Dependency Parsing of Related Languages with Rich Morphosyntactic Tagsets—0
Cross-Lingual Dependency Parsing with Universal Dependencies and Predicted PoS Labels—0
Cross-lingual Discourse Relation Analysis: A corpus study and a semi-supervised classification system—0
Crosslingual Embeddings are Essential in UNMT for Distant Languages: An English to IndoAryan Case Study—0
Cross-Lingual Genre Classification—0
Cross-lingual Human-Preference Alignment for Neural Machine Translation with Direct Quality Optimization—0
Crosslingual Induction of Semantic Roles—0
Cross-Lingual IPA Contrastive Learning for Zero-Shot NER—0
Cross-Lingual Knowledge Distillation for Answer Sentence Selection in Low-Resource Languages—0
Cross-lingual Knowledge Transfer via Distillation for Multilingual Information Retrieval—0
Cross-lingual Learning of Semantic Textual Similarity with Multilingual Word Representations—0
Cross-Lingual Learning-to-Rank with Shared Representations—0
Cross-Lingual Machine Speech Chain for Javanese, Sundanese, Balinese, and Bataks Speech Recognition and Synthesis—0
Cross-Lingual Mixture Model for Sentiment Classification—0
Cross-Lingual Named Entity Recognition via FastAlign: a Case Study—0
Cross-lingual Pre-training Based Transfer for Zero-shot Neural Machine Translation—0
Cross-lingual Pronoun Prediction for English, French and German with Maximum Entropy Classification—0
Cross-lingual Pronoun Prediction with Linguistically Informed Features—0
Cross-Lingual Pronoun Prediction with Deep Recurrent Neural Networks—0
Cross-Lingual Pronoun Prediction with Deep Recurrent Neural Networks v2.0—0
Cross-lingual RDF Thesauri Interlinking—0
Cross-Lingual Semantic Similarity of Words as the Similarity of Their Semantic Word Responses—0
Cross-Lingual Sentiment Analysis for Indian Languages using Linked WordNets—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