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 9651–9700 of 10752 papers

TitleStatusHype
Exploring Verb Frames for Sentence Simplification in Hindi—0
An Approach of Hybrid Hierarchical Structure for Word Similarity Computing by HowNet—0
Tuning SMT with a Large Number of Features via Online Feature Grouping—0
SuMT: A Framework of Summarization and MT—0
Using Transliteration of Proper Names from Arabic to Latin Script to Improve English-Arabic Word Alignment—0
Uncovering Distributional Differences between Synonyms and Antonyms in a Word Space Model—0
Translating Chinese Unknown Words by Automatically Acquired Templates—0
University Entrance Examinations as a Benchmark Resource for NLP-based Problem Solving—0
Two Case Studies on Translating Pronouns in a Deep Syntax Framework—0
Tmuse: Lexical Network Exploration—0
Two-Stage Pre-ordering for Japanese-to-English Statistical Machine Translation—0
The LIGM-Alpage architecture for the SPMRL 2013 Shared Task: Multiword Expression Analysis and Dependency Parsing—0
Context Based Statistical Morphological Analyzer and its Effect on Hindi Dependency Parsing—0
Graph-Based Unsupervised Learning of Word Similarities Using Heterogeneous Feature Types—0
Merging Word Senses—0
Constructing a Practical Constituent Parser from a Japanese Treebank with Function Labels—0
Chinese Spelling Checker Based on Statistical Machine Translation—0
Malayalam Clause Boundary Identifier: Annotation and Evaluation—0
A Three-Layer Architecture for Automatic Post Editing System Using Rule-Based Paradigm—0
English to Urdu Hierarchical Phrase-based Statistical Machine Translation—0
EVBCorpus - A Multi-Layer English-Vietnamese Bilingual Corpus for Studying Tasks in Comparative Linguistics—0
Event and Event Actor Alignment in Phrase Based Statistical Machine Translation—0
A Hybrid Chinese Spelling Correction Using Language Model and Statistical Machine Translation with Reranking—0
Urdu Hindi Machine Transliteration using SMT—0
Urdu Spell Checking: Reverse Edit Distance Approach—0
Towards High-Reliability Speech Translation in the Medical Domain—0
UNL-ization of Punjabi with IAN—0
Translation with Source Constituency and Dependency Trees—0
Unsupervised Induction of Cross-Lingual Semantic Relations—0
Translating into Morphologically Rich Languages with Synthetic Phrases—0
What is Hidden among Translation Rules—0
Monolingual Marginal Matching for Translation Model Adaptation—0
A Corpus Level MIRA Tuning Strategy for Machine Translation—0
A Study on Bootstrapping Bilingual Vector Spaces from Non-Parallel Data (and Nothing Else)—0
Anchor Graph: Global Reordering Contexts for Statistical Machine Translation—0
Converting Continuous-Space Language Models into N-Gram Language Models for Statistical Machine Translation—0
Optimal Beam Search for Machine Translation—0
Discriminative Improvements to Distributional Sentence Similarity—0
Bilingual Word Embeddings for Phrase-Based Machine Translation—0
Improving Pivot-Based Statistical Machine Translation Using Random Walk—0
Max-Violation Perceptron and Forced Decoding for Scalable MT Training—0
Orthonormal Explicit Topic Analysis for Cross-Lingual Document MatchingCode0
Building Specialized Bilingual Lexicons Using Large Scale Background Knowledge—0
Decoding with Large-Scale Neural Language Models Improves Translation—0
Improving Statistical Machine Translation with Word Class Models—0
Recurrent Continuous Translation Models—0
Boosting Cross-Language Retrieval by Learning Bilingual Phrase Associations from Relevance Rankings—0
Pair Language Models for Deriving Alternative Pronunciations and Spellings from Pronunciation Dictionaries—0
Automatic Idiom Identification in Wiktionary—0
Recursive Autoencoders for ITG-Based 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
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