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 1001–1050 of 10752 papers

TitleStatusHype
A Semi-supervised Approach to Generate the Code-Mixed Text using Pre-trained Encoder and Transfer Learning—0
A Semi-Supervised BERT Approach for Arabic Named Entity Recognition—0
A Sense-Based Translation Model for Statistical Machine Translation—0
A Sentence Meaning Based Alignment Method for Parallel Text Corpora Preparation—0
A Challenge Set for Advancing Language Modeling—0
A Shared Task on Bandit Learning for Machine Translation—0
A Shared Task on Multimodal Machine Translation and Crosslingual Image Description—0
A Shift-Reduce Parsing Algorithm for Phrase-based String-to-Dependency Translation—0
Alignment-Based Neural Machine Translation—0
An Empirical Study of Generation Order for Machine Translation—0
Attacking Parsing Bottlenecks with Unlabeled Data and Relevant Factorizations—0
A Simple and Effective Approach to Coverage-Aware Neural Machine Translation—0
A Simple and Effective Method of Cross-Lingual Plagiarism Detection—0
A Simple and Effective Unified Encoder for Document-Level Machine Translation—0
A Simple and General Strategy for Referential Problem in Low-Resource Neural Machine Translation—0
A Simple and Strong Baseline: NAIST-NICT Neural Machine Translation System for WAT2017 English-Japanese Translation Task—0
A Simple Baseline for Beam Search Reranking—0
A Simple but Effective Approach to Improve Arabizi-to-English Statistical Machine Translation—0
Attention-based LSTM Network for Cross-Lingual Sentiment Classification—0
A simple discriminative training method for machine translation with large-scale features—0
A Linear Baseline Classifier for Cross-Lingual Pronoun Prediction—0
A Character-Aware Encoder for Neural Machine Translation—0
Attention Focusing for Neural Machine Translation by Bridging Source and Target Embeddings—0
Arabic Dialect Processing Tutorial—0
Arabic Dialect Identification Using iVectors and ASR Transcripts—0
A Large Automatically-Acquired All-Words List of Multiword Expressions Scored for Compositionality—0
Arabic Dialect Identification in the Context of Bivalency and Code-Switching—0
Arabic Dialect Identification in Speech Transcripts—0
A language processing algorithm for predicting tactical solutions to an operational planning problem under uncertainty—0
Adapting a State-of-the-Art Tagger for South Slavic Languages to Non-Standard Text—0
A Language-Independent Feature Schema for Inflectional Morphology—0
AraBench: Benchmarking Dialectal Arabic-English Machine Translation—0
Adapting a part-of-speech tagset to non-standard text: The case of STTS—0
A Quantitative Insight into the Impact of Translation on Readability—0
A Quality Estimation and Quality Evaluation Tool for the Translation Industry—0
A Language Detection System for Short Chats in Mobile Games—0
Accurate Online Posterior Alignments for Principled Lexically-Constrained Decoding—0
A Transformer-Based Multi-Source Automatic Post-Editing System—0
A Quality-based Active Sample Selection Strategy for Statistical Machine Translation—0
A Prospective-Performance Network to Alleviate Myopia in Beam Search for Response Generation—0
A Knowledge-Based Approach to Word Sense Disambiguation by distributional selection and semantic features—0
A Proposal for a Coherence Corpus in Machine Translation—0
A Pronoun Test Suite Evaluation of the English--German MT Systems at WMT 2018—0
A Knowledge-Augmented Neural Network Model for Implicit Discourse Relation Classification—0
Accurate Identification of the Karta (Subject) Relation in Bangla—0
Akamon: An Open Source Toolkit for Tree/Forest-Based Statistical Machine Translation—0
A Progressive Learning Approach to Chinese SRL Using Heterogeneous Data—0
Adaptation Speed Analysis for Fairness-aware Causal Models—0
A Procedural Definition of Multi-word Lexical Units—0
A Joint Sequential and Relational Model for Frame-Semantic Parsing—0
Show:102550
← PrevPage 21 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