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 9951–10000 of 10752 papers

TitleStatusHype
SORT: An Interactive Source-Rewriting Tool for Improved Translation—0
A Markov Model of Machine Translation using Non-parametric Bayesian Inference—0
A Lightweight and High Performance Monolingual Word Aligner—0
Stacking for Statistical Machine Translation—0
Statistical Machine Translation Improves Question Retrieval in Community Question Answering via Matrix Factorization—0
A Hybrid Word Alignment Model for Phrase-Based Statistical Machine Translation—0
Stem Translation with Affix-Based Rule Selection for Agglutinative Languages—0
Supervised Morphological Segmentation in a Low-Resource Learning Setting using Conditional Random Fields—0
Survey on parsing three dependency representations for English—0
Advancements in Reordering Models for Statistical Machine Translation—0
A Description of Tunable Machine Translation Evaluation Systems in WMT13 Metrics Task—0
A Dependency-Constrained Hierarchical Model with Moses—0
Additive Neural Networks for Statistical Machine Translation—0
Adaptive Parser-Centric Text Normalization—0
Task Alternation in Parallel Sentence Retrieval for Twitter Translation—0
Adaptation Data Selection using Neural Language Models: Experiments in Machine Translation—0
A Comparison of Techniques to Automatically Identify Complex Words.—0
A Comparison of Smoothing Techniques for Bilingual Lexicon Extraction from Comparable Corpora—0
A Case Study Towards Turkish Paraphrase Alignment—0
The CMU Machine Translation Systems at WMT 2013: Syntax, Synthetic Translation Options, and Pseudo-References—0
The CNGL-DCU-Prompsit Translation Systems for WMT13—0
The C-Score -- Proposing a Reading Comprehension Metrics as a Common Evaluation Measure for Text Simplification—0
Using WordNet and Semantic Similarity for Bilingual Terminology Mining from Comparable Corpora—0
Using a Random Forest Classifier to recognise translations of biomedical terms across languages—0
Using character overlap to improve language transformation—0
Using Context Vectors in Improving a Machine Translation System with Bridge Language—0
Topic Models + Word Alignment = A Flexible Framework for Extracting Bilingual Dictionary from Comparable Corpus—0
Using unlabeled dependency parsing for pre-reordering for Chinese-to-Japanese statistical machine translation—0
Universal Conceptual Cognitive Annotation (UCCA)—0
Utilizing State-of-the-art Parsers to Diagnose Problems in Treebank Annotation for a Less Resourced Language—0
The Haves and the Have-Nots: Leveraging Unlabelled Corpora for Sentiment Analysis—0
Variable Bit Quantisation for LSH—0
VARTRA: A Comparable Corpus for Analysis of Translation Variation—0
Vector Space Model for Adaptation in Statistical Machine Translation—0
The University of Cambridge Russian-English System at WMT13—0
The (Un)faithful Machine Translator—0
The TALP-UPC Phrase-Based Translation Systems for WMT13: System Combination with Morphology Generation, Domain Adaptation and Corpus Filtering—0
The TALP-UPC Approach to System Selection: Asiya Features and Pairwise Classification Using Random Forests—0
UM-Checker: A Hybrid System for English Grammatical Error Correction—0
WebWOZ: A Platform for Designing and Conducting Web-based Wizard of Oz Experiments—0
Towards Building Parallel Dependency Treebanks: Intra-Chunk Expansion and Alignment for English Dependency Treebank—0
The RWTH Aachen Machine Translation System for WMT 2013—0
The Representation of Czech Light Verb Constructions in a Valency Lexicon—0
Two-Neighbor Orientation Model with Cross-Boundary Global Contexts—0
Towards Efficient Large-Scale Feature-Rich Statistical Machine Translation—0
Two Approaches to Correcting Homophone Confusions in a Hybrid Machine Translation System—0
Tweet Conversation Annotation Tool with a Focus on an Arabic Dialect, Moroccan Darija—0
Tunable Distortion Limits and Corpus Cleaning for SMT—0
T\"UB\.ITAK-B\.ILGEM German-English Machine Translation Systems for W13—0
tSEARCH: Flexible and Fast Search over Automatic Translations for Improved Quality/Error Analysis—0
Show:102550
← PrevPage 200 of 216Next →
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