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 9451–9500 of 10752 papers

TitleStatusHype
Cross-Lingual Sentiment Analysis Without (Good) Translation—0
Cross-Lingual Sentiment Classification with Bilingual Document Representation Learning—0
Cross-Lingual Supervision improves Large Language Models Pre-training—0
Cross-lingual Synonymy Overlap—0
Cross-lingual Terminology Extraction for Translation Quality Estimation—0
Cross-lingual Transfer for Unsupervised Dependency Parsing Without Parallel Data—0
Cross-Lingual Transfer Learning for Multilingual Task Oriented Dialog—0
Cross-lingual Transfer Learning for Pre-trained Contextualized Language Models—0
Cross-Lingual Transfer Learning for Question Answering—0
Cross-lingual Transfer of Semantic Role Labeling Models—0
Cross-lingual Transfer or Machine Translation? On Data Augmentation for Monolingual Semantic Textual Similarity—0
Cross-lingual Transferring of Pre-trained Contextualized Language Models—0
Cross-Lingual Unsupervised Sentiment Classification with Multi-View Transfer Learning—0
Cross-lingual Wikification Using Multilingual Embeddings—0
Cross-lingual Word Clusters for Direct Transfer of Linguistic Structure—0
Cross-lingual Word Embeddings beyond Zero-shot Machine Translation—0
Cross-lingual Zero Pronoun Resolution—0
Cross-linguistic annotation of modality: a data-driven hierarchical model—0
Cross-linguistic annotation of narrativity for English/French verb tense disambiguation—0
Cross-Linguistic Examination of Machine Translation Transfer Learning—0
Cross-Modal Multi-Tasking for Speech-to-Text Translation via Hard Parameter Sharing—0
Cross-Task Knowledge Transfer for Query-Based Text Summarization—0
CROWD-IN-THE-LOOP: A Hybrid Approach for Annotating Semantic Roles—0
Crowdsourced Corpus of Sentence Simplification with Core Vocabulary—0
Crowd-sourced Phrase-Based Tokenization for Low-Resourced Neural Machine Translation: The case of Fon Language—0
Crowdsourced Phrase-Based Tokenization for Low-Resourced Neural Machine Translation: The Case of Fon Language—0
Crowdsourced Word Sense Annotations and Difficult Words and Examples—0
Crowdsourcing and Validating Event-focused Emotion Corpora for German and English—0
Crowdsourcing for Evaluating Machine Translation Quality—0
Crowdsourcing for NLP—0
Crowdsourcing High-Quality Parallel Data Extraction from Twitter—0
Crowdsourcing Language Generation Templates for Dialogue Systems—0
Crowd-Sourcing of Human Judgments of Machine Translation Fluency—0
Crowdsourcing Parallel Corpus for English-Oromo Neural Machine Translation using Community Engagement Platform—0
CRPO: Confidence-Reward Driven Preference Optimization for Machine Translation—0
Cseq2seq: Cyclic Sequence-to-Sequence Learning—0
CSP:Code-Switching Pre-training for Neural Machine Translation—0
CTC-GMM: CTC guided modality matching for fast and accurate streaming speech translation—0
CULL-MT: Compression Using Language and Layer pruning for Machine Translation—0
Cultural Adaptation of Menus: A Fine-Grained Approach—0
Cultural Adaptation of Recipes—0
CUNI Experiments for WMT17 Metrics Task—0
CUNI: Feature Selection and Error Analysis of a Transition-Based Parser—0
CUNI in WMT14: Chimera Still Awaits Bellerophon—0
CUNI in WMT15: Chimera Strikes Again—0
CUNI-LMU Submissions in WMT2016: Chimera Constrained and Beaten—0
CUni Multilingual Matrix in the WMT 2013 Shared Task—0
CUNI NMT System for WAT 2017 Translation Tasks—0
CUNI submission in WMT17: Chimera goes neural—0
CUNI Submissions in WMT18—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