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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 2401–2450 of 10752 papers

TitleStatusHype
Data Augmentation Techniques for Machine Translation of Code-Switched Texts: A Comparative Study—0
Cross-language Projection of Dependency Trees with Constrained Partial Parsing for Tree-to-Tree Machine Translation—0
Cross-language Projection of Dependency Trees for Tree-to-tree Machine Translation—0
Cross-Language Plagiarism Detection Methods—0
Cross-language Learning with Adversarial Neural Networks—0
Analysis of Positional Encodings for Neural Machine Translation—0
A Comparison between Count and Neural Network Models Based on Joint Translation and Reordering Sequences—0
Cross-language Sentence Selection via Data Augmentation and Rationale Training—0
Attribute based Chinese Named Entity Recognition and Disambiguation—0
Cross-Language Authorship Attribution—0
Cross-Language Approach for Quranic QA—0
Crosslingual Annotation and Analysis of Implicit Discourse Connectives for Machine Translation—0
Cross-Lingual Approaches to Reference Resolution in Dialogue Systems—0
Analyzing and Exploiting NARX Recurrent Neural Networks for Long-Term Dependencies—0
Attentive Language Models—0
Cross-Lingual Content Scoring—0
A Two-Stage Curriculum Training Framework for NMT—0
Analyzing Architectures for Neural Machine Translation Using Low Computational Resources—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
Analysis of Levenshtein Transformer's Decoder and Its Variants—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
Augmenting Large Language Model Translators via Translation Memories—0
Crossing the Conversational Chasm: A Primer on Natural Language Processing for Multilingual Task-Oriented Dialogue Systems—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
Addressing Zero-Resource Domains Using Document-Level Context in Neural Machine Translation—0
Cross-Lingual IPA Contrastive Learning for Zero-Shot NER—0
Cross-Lingual Knowledge Distillation for Answer Sentence Selection in Low-Resource Languages—0
Augmenting Pivot based SMT with word segmentation—0
Augmenting Statistical Machine Translation with Subword Translation of Out-of-Vocabulary Words—0
Cross-lingual Knowledge Transfer via Distillation for Multilingual Information Retrieval—0
Augmenting String-to-Tree and Tree-to-String Translation with Non-Syntactic Phrases—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
A Binarized Neural Network Joint Model for 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
Data Augmentation to Address Out-of-Vocabulary Problem in Low-Resource Sinhala-English Neural Machine Translation—0
Show:102550
← PrevPage 49 of 216Next →
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
5AdminBLEU score43.8—Unverified
6Transformer (ADMIN init)BLEU 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