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 3001–3050 of 10752 papers

TitleStatusHype
Brain-inspired sparse training enables Transformers and LLMs to perform as fully connected—0
Brahmi-Net: A transliteration and script conversion system for languages of the Indian subcontinent—0
An SMT-driven Authoring Tool—0
BPE vs. Morphological Segmentation: A Case Study on Machine Translation of Four Polysynthetic Languages—0
An Overview on Machine Translation Evaluation—0
Agreement on Target-bidirectional Neural Machine Translation—0
BPE and CharCNNs for Translation of Morphology: A Cross-Lingual Comparison and Analysis—0
An Overview on Language Models: Recent Developments and Outlook—0
BOUQuET: dataset, Benchmark and Open initiative for Universal Quality Evaluation in Translation—0
Boundary-based MWE segmentation with text partitioning—0
An Overview of the SEBAMAT Project—0
Active Learning Approaches to Enhancing Neural Machine Translation—0
Accelerating Asynchronous Stochastic Gradient Descent for Neural Machine Translation—0
bot.zen @ EmpiriST 2015 - A minimally-deep learning PoS-tagger (trained for German CMC and Web data)—0
Borrow a Little from your Rich Cousin: Using Embeddings and Polarities of English Words for Multilingual Sentiment Classification—0
An Overview of BPPT's Indonesian Language Resources—0
Bootstrapping Translation Detection and Sentence Extraction from Comparable Corpora—0
Bootstrapping Phrase-based Statistical Machine Translation via WSD Integration—0
A Novel Word Sense Disambiguation Approach Using WordNet Knowledge Graph—0
Graphmax for Text Generation—0
Bootstrapping Open-Source English-Bulgarian Computational Dictionary—0
Bootstrapping Multilingual Intent Models via Machine Translation for Dialog Automation—0
A Novel Translation Framework Based on Rhetorical Structure Theory—0
Bootstrapping Method for Developing Part-of-Speech Tagged Corpus in Low Resource Languages Tagset - A Focus on an African Igbo—0
Bootstrapping Method for Chunk Alignment in Phrase Based SMT—0
A Novel Schema-Oriented Approach for Chinese New Word Identification—0
A Graphical Pronoun Analysis Tool for the PROTEST Pronoun Evaluation Test Suite—0
Active Learning and the Irish Treebank—0
Bootstrapping Disjoint Datasets for Multilingual Multimodal Representation Learning—0
Bootstrapping an Italian VerbNet: data-driven analysis of verb alternations—0
A Novel Paradigm Boosting Translation Capabilities of Large Language Models—0
Bootstrapping a Hybrid MT System to a New Language Pair—0
A Graphical Interface for MT Evaluation and Error Analysis—0
Boosting Unsupervised Machine Translation with Pseudo-Parallel Data—0
Boosting the creation of a treebank—0
Boosting Text Classification Performance on Sexist Tweets by Text Augmentation and Text Generation Using a Combination of Knowledge Graphs—0
Boosting Neural Networks to Decompile Optimized Binaries—0
A Novel Chinese Dialect TTS Frontend with Non-Autoregressive Neural Machine Translation—0
A Graph Fusion Approach to Cross-Lingual Machine Reading Comprehension—0
Active^2 Learning: Actively reducing redundancies in Active Learning methods for Sequence Tagging and Machine Translation—0
A^3: Accelerating Attention Mechanisms in Neural Networks with Approximation—0
Deps-SAN: Neural Machine Translation with Dependency-Scaled Self-Attention Network—0
Boosting Neural Machine Translation with Similar Translations—0
Boosting Neural Machine Translation from Finnish to Northern Sámi with Rule-Based Backtranslation—0
Boosting Neural Machine Translation—0
A Novel Approach to Dropped Pronoun Translation—0
A Graph Fusion Approach for Cross-Lingual Machine Reading Comprehension—0
Boosting LSTM Performance Through Dynamic Precision Selection—0
Boosting LLM Translation Skills without General Ability Loss via Rationale Distillation—0
Boosting English-Chinese Machine Transliteration via High Quality Alignment and Multilingual Resources—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