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 4051–4100 of 10752 papers

TitleStatusHype
Document Level Hierarchical Transformer—0
FourierNAT: A Fourier-Mixing-Based Non-Autoregressive Transformer for Parallel Sequence Generation—0
Fourteen Light Tasks for comparing Analogical and Phrase-based Machine Translation—0
Document-Level Adaptation for Neural Machine Translation—0
Frame-Based Annotation of Multimodal Corpora: Tracking (A)Synchronies in Meaning Construction—0
FrameNet Annotations Alignment using Attention-based Machine Translation—0
Free/Open Source Shallow-Transfer Based Machine Translation for Spanish and Aragonese—0
FreeTransfer-X: Safe and Label-Free Cross-Lingual Transfer from Off-the-Shelf Models—0
Freezing Subnetworks to Analyze Domain Adaptation in Neural Machine Translation—0
Freezing the Pivot for Triangular Machine Translation—0
Frequency-Aware Contrastive Learning for Neural Machine Translation—0
An Explainable Adversarial Robustness Metric for Deep Learning Neural Networks—0
From a Distance: Using Cross-lingual Word Alignments for Noun Compound Bracketing—0
From All Possible Worlds to Small Worlds: A Story of How We Started and Where We Will Go Doing Semantics—0
From Bilingual to Multilingual Neural Machine Translation by Incremental Training—0
From Caesar Cipher to Unsupervised Learning: A New Method for Classifier Parameter Estimation—0
From Calculation to Adjudication: Examining LLM judges on Mathematical Reasoning Tasks—0
From dictations to clinical reports using machine translation—0
From Disjoint Sets to Parallel Data to Train Seq2Seq Models for Sentiment Transfer—0
From European Portuguese to Portuguese Sign Language—0
From Extractive to Abstractive Summarization: A Journey—0
From Finite-State to Inversion Transductions: Toward Unsupervised Bilingual Grammar Induction—0
A Framework for Discriminative Rule Selection in Hierarchical Moses—0
From Handcrafted Features to LLMs: A Brief Survey for Machine Translation Quality Estimation—0
From Human Language Technology to Human Language Science—0
Gender Neutralization for an Inclusive Machine Translation: from Theoretical Foundations to Open Challenges—0
From Interoperable Annotations towards Interoperable Resources: A Multilingual Approach to the Analysis of Discourse—0
From Jack of All Trades to Master of One: Specializing LLM-based Autoraters to a Test Set—0
Documenting Large Webtext Corpora: A Case Study on the Colossal Clean Crawled Corpus—0
Document Graph for Neural Machine Translation—0
Beyond Static Datasets: A Deep Interaction Approach to LLM Evaluation—0
Document Flattening: Beyond Concatenating Context for Document-Level Neural Machine Translation—0
Document Context Neural Machine Translation with Memory Networks—0
An Experiment on Speech-to-Text Translation Systems for Manipuri to English on Low Resource Setting—0
From Research to Production and Back: Ludicrously Fast Neural Machine Translation—0
From Rule-Based Models to Deep Learning Transformers Architectures for Natural Language Processing and Sign Language Translation Systems: Survey, Taxonomy and Performance Evaluation—0
Beyond Sentence-Level End-to-End Speech Translation: Context Helps—0
From Speech-to-Speech Translation to Automatic Dubbing—0
DOCmT5: Document-Level Pretraining of Multilingual Language Models—0
From Unsupervised Machine Translation To Adversarial Text Generation—0
Beyond Quality, Considerations for an MT solution—0
An experimental analysis of Noise-Contrastive Estimation: the noise distribution matters—0
A Framework for Compiling High Quality Knowledge Resources From Raw Corpora—0
A Corpus Level MIRA Tuning Strategy for Machine Translation—0
A Case Study of Machine Translation in Financial Sentiment Analysis—0
A3-108 Machine Translation System for LoResMT 2019—0
Do Characters Abuse More Than Words?—0
Beyond Prefix-Based Interactive Translation Prediction—0
Do Character-Level Neural Network Language Models Capture Knowledge of Multiword Expression Compositionality?—0
Doc-Guided Sent2Sent++: A Sent2Sent++ Agent with Doc-Guided memory for Document-level Machine Translation—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
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