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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 7551–7600 of 10752 papers

TitleStatusHype
A Bayesian model for joint word alignment and part-of-speech transfer—0
Implicit Discourse Relation Recognition with Context-aware Character-enhanced Embeddings—0
Improved Word Embeddings with Implicit Structure Information—0
Improvement of VerbNet-like resources by frame typing—0
Subdialectal Differences in Sorani Kurdish—0
Kyoto University Participation to WAT 2016Code0
Kyoto-NMT: a Neural Machine Translation implementation in ChainerCode0
Borrow a Little from your Rich Cousin: Using Embeddings and Polarities of English Words for Multilingual Sentiment Classification—0
Creating rich online dictionaries for the Lao--French language pair, reusable for Machine Translation—0
K-SRL: Instance-based Learning for Semantic Role Labeling—0
Korean FrameNet Expansion Based on Projection of Japanese FrameNet—0
Improving Attention Modeling with Implicit Distortion and Fertility for Machine Translation—0
Phrase-based Machine Translation using Multiple Preordering Candidates—0
Integrating empty category detection into preordering Machine Translation—0
Selecting Sentences versus Selecting Tree Constituents for Automatic Question Ranking—0
An Efficient and Effective Online Sentence Segmenter for Simultaneous Interpretation—0
Corpus and dictionary development for classifiers/quantifiers towards a French-Japanese machine translation—0
Keynote Lecture 1: Practical Use of Machine Translation in International Organizations—0
Improving Word Alignment of Rare Words with Word Embeddings—0
Integrating Encyclopedic Knowledge into Neural Language Models—0
Convolution-Enhanced Bilingual Recursive Neural Network for Bilingual Semantic Modeling—0
Kathaa : NLP Systems as Edge-Labeled Directed Acyclic MultiGraphs—0
Controlling the Voice of a Sentence in Japanese-to-English Neural Machine Translation—0
Improving Neural Translation Models with Linguistic Factors—0
Improving word alignment for low resource languages using English monolingual SRL—0
Improving Patent Translation using Bilingual Term Extraction and Re-tokenization for Chinese--Japanese—0
Building a Monolingual Parallel Corpus for Text Simplification Using Sentence Similarity Based on Alignment between Word Embeddings—0
Predicting Translation Equivalents in Linked WordNets—0
Constructing and Evaluating Controlled Bilingual Terminologies—0
Constraint Grammar-based conversion of Dependency Treebanks—0
Consistent Word Segmentation, Part-of-Speech Tagging and Dependency Labelling Annotation for Chinese Language—0
PersoNER: Persian Named-Entity RecognitionCode0
Compound Type Identification in Sanskrit: What Roles do the Corpus and Grammar Play?—0
A Post-editing Interface for Immediate Adaptation in Statistical Machine Translation—0
Compositional Distributional Models of Meaning—0
Comparison of Grapheme-to-Phoneme Conversion Methods on a Myanmar Pronunciation Dictionary—0
Predictability of Distributional Semantics in Derivational Word Formation—0
Splitting compounds with ngrams—0
A House United: Bridging the Script and Lexical Barrier between Hindi and Urdu—0
An Overview of BPPT's Indonesian Language Resources—0
A Neural Verb Lexicon Model with Source-side Syntactic Context for String-to-Tree Machine Translation—0
Combining Human Inputters and Language Services to provide Multi-language support system for International Symposiums—0
Combining fast\_align with Hierarchical Sub-sentential Alignment for Better Word Alignments—0
Original-Transcribed Text Alignment for Manyosyu Written by Old Japanese Language—0
Similar Southeast Asian Languages: Corpus-Based Case Study on Thai-Laotian and Malay-Indonesian—0
Overview of the 3rd Workshop on Asian Translation—0
CogALex-V Shared Task: CGSRC - Classifying Semantic Relations using Convolutional Neural Networks—0
Can SMT and RBMT Improve each other's Performance?- An Experiment with English-Hindi Translation—0
papago: A Machine Translation Service with Word Sense Disambiguation and Currency Conversion—0
Character-based Decoding in Tree-to-Sequence Attention-based Neural 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