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 4251–4300 of 10752 papers

TitleStatusHype
Context Models for OOV Word Translation in Low-Resource Languages—0
Context-Interactive Pre-Training for Document Machine Translation—0
Asymmetric Conflict and Synergy in Post-training for LLM-based Multilingual Machine Translation—0
A Morphological Analyzer for Shipibo-Konibo—0
Context in Neural Machine Translation: A Review of Models and Evaluations—0
A Syllable-based Technique for Word Embeddings of Korean Words—0
Improving Minimal Gated Unit for Sequential Data—0
A Survey on Zero Pronoun Translation—0
Automatic Spelling Correction with Transformer for CTC-based End-to-End Speech Recognition—0
Hierarchical Multimodal Transformer to Summarize Videos—0
Hierarchical Permutation Complexity for Word Order Evaluation—0
A Survey on Transfer Learning in Natural Language Processing—0
A modular open-source focused crawler for mining monolingual and bilingual corpora from the web—0
Context-Dependent Translation Selection Using Convolutional Neural Network—0
Context-Dependent Automatic Response Generation Using Statistical Machine Translation Techniques—0
A Survey on Retrieval-Augmented Text Generation—0
Hierarchical Modeling of Global Context for Document-Level Neural Machine Translation—0
A survey on phrase structure learning methods for text classification—0
Context Based Statistical Morphological Analyzer and its Effect on Hindi Dependency Parsing—0
A Modular Architecture for Unsupervised Sarcasm Generation—0
Context Based Machine Translation With Recurrent Neural Network For English-Amharic Translation—0
Context-Aware Text Normalisation for Historical Dialects—0
A Dataset for Term Extraction in Hindi—0
Hierarchical MT Training using Max-Violation Perceptron—0
Context-Aware Smoothing for Neural Machine Translation—0
A Survey on Multi-modal Machine Translation: Tasks, Methods and Challenges—0
A Coarse-Grained Model for Optimal Coupling of ASR and SMT Systems for Speech Translation—0
Context-aware Neural Machine Translation with Coreference Information—0
A Survey on Low-Resource Neural Machine Translation—0
A Modality Lexicon and its use in Automatic Tagging—0
Hierarchical Latent Words Language Models for Robust Modeling to Out-Of Domain Tasks—0
Context-Aware Neural Machine Translation Decoding—0
Context-Aware Neural Machine Translation Learns Anaphora Resolution—0
Context-Aware Monolingual Human Evaluation of Machine Translation—0
A Mixture of h - 1 Heads is Better than h Heads—0
A Dataset for Joint Noun-Noun Compound Bracketing and Interpretation—0
Hierarchical Learning for Generation with Long Source Sequences—0
A Survey of Word Reordering in Statistical Machine Translation: Computational Models and Language Phenomena—0
Context-Aware Learning for Neural Machine Translation—0
A Mixture of h-1 Heads is Better than h Heads—0
Context-aware Decoder for Neural Machine Translation using a Target-side Document-Level Language Model—0
Context-aware Cascade Attention-based RNN for Video Emotion Recognition—0
A Survey of Vision-Language Pre-training from the Lens of Multimodal Machine Translation—0
A Dataset and Reranking Method for Multimodal MT of User-Generated Image Captions—0
Context- and Sequence-Aware Convolutional Recurrent Encoder for Neural Machine Translation—0
Context and Copying in Neural Machine Translation—0
A Survey of Task-Based Machine Learning Content Extraction Services for VIDINT—0
Context-Adaptive Document-Level Neural Machine Translation—0
Content Word Aware Neural Machine Translation—0
A Survey of Paraphrasing and Textual Entailment Methods—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