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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 6151–6200 of 10752 papers

TitleStatusHype
Neural Network Architectures for Arabic Dialect Identification—0
Adopting the Word-Pair-Dependency-Triplets with Individual Comparison for Natural Language Inference—0
Monolingual and Cross-lingual Zero-shot Style Transfer—0
A LSTM Approach with Sub-Word Embeddings for Mongolian Phrase Break Prediction—0
Low-Latency Neural Speech Translation—0
Adaptive Weighting for Neural Machine TranslationCode0
Dynamic Feature Selection with Attention in Incremental Parsing—0
Deep Bayesian Learning and Understanding—0
Neural Machine Translation Incorporating Named Entity—0
A Rule-Based System for Disambiguating French Locative Verbs and Their Translation into Arabic—0
A Neural Morphological Analyzer for Arapaho Verbs Learned from a Finite State Transducer—0
Enhanced Aspect Level Sentiment Classification with Auxiliary Memory—0
Local String Transduction as Sequence Labeling—0
Model-Free Context-Aware Word Composition—0
A Method for Human-Interpretable Paraphrasticality Prediction—0
A Chinese Writing Correction System for Learning Chinese as a Foreign Language—0
Cross-lingual Knowledge Projection Using Machine Translation and Target-side Knowledge Base CompletionCode0
Source Critical Reinforcement Learning for Transferring Spoken Language Understanding to a New Language—0
Normalizing Early English Letters to Present-day English Spelling—0
HL-EncDec: A Hybrid-Level Encoder-Decoder for Neural Response Generation—0
Neural Transition-based String Transduction for Limited-Resource Setting in MorphologyCode0
Fine-Grained Arabic Dialect Identification—0
Parallel Corpora for bi-Directional Statistical Machine Translation for Seven Ethiopian Language Pairs—0
Parallel Corpora for bi-lingual English-Ethiopian Languages Statistical Machine Translation—0
Sentence Weighting for Neural Machine Translation Domain Adaptation—0
Paraphrastic Variance between European and Brazilian Portuguese—0
Tailoring Neural Architectures for Translating from Morphologically Rich Languages—0
Aspect and Sentiment Aware Abstractive Review Summarization—0
Mumpitz at PARSEME Shared Task 2018: A Bidirectional LSTM for the Identification of Verbal Multiword Expressions—0
Discourse Annotation in the PDTB: The Next Generation—0
Simulating Language Evolution: a Tool for Historical Linguistics—0
Semi-Supervised Disfluency Detection—0
Abstractive Unsupervised Multi-Document Summarization using Paraphrastic Sentence Fusion—0
Learning Semantic Sentence Embeddings using Sequential Pair-wise DiscriminatorCode0
Encoder-Decoder Methods for Text NormalizationCode0
IIT (BHU) System for Indo-Aryan Language Identification (ILI) at VarDial 2018—0
Natural Language Interface for Databases Using a Dual-Encoder Model—0
Learning with Noise-Contrastive Estimation: Easing training by learning to scale—0
Data-Driven Text Simplification—0
Learning Word Meta-Embeddings by AutoencodingCode0
A Full End-to-End Semantic Role Labeler, Syntactic-agnostic Over Syntactic-aware?—0
NIPS Conversational Intelligence Challenge 2017 Winner System: Skill-based Conversational Agent with Supervised Dialog ManagerCode0
Improving Neural Machine Translation by Incorporating Hierarchical Subword Features—0
Enabling Code-Mixed Translation: Parallel Corpus Creation and MT Augmentation Approach—0
Treat us like the sequences we are: Prepositional Paraphrasing of Noun Compounds using LSTM—0
Toward Better Loanword Identification in Uyghur Using Cross-lingual Word Embeddings—0
Towards a Computational Lexicon for Moroccan Darija: Words, Idioms, and Constructions—0
WARP-Text: a Web-Based Tool for Annotating Relationships between Pairs of TextsCode0
Using the Nunavut Hansard Data for Experiments in Morphological Analysis and Machine Translation—0
They Exist! Introducing Plural Mentions to Coreference Resolution and Entity LinkingCode0
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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