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 Added Most Hyped Most Active Needs Verification Most Verified

Showing 1001–1025 of 10752 papers

Title	Date	Tasks	Status
A Semi-supervised Approach to Generate the Code-Mixed Text using Pre-trained Encoder and Transfer Learning	Nov 1, 2020	DecoderLanguage Modelling	—Unverified
A Semi-Supervised BERT Approach for Arabic Named Entity Recognition	Dec 1, 2020	Information RetrievalMachine Translation	—Unverified
A Sense-Based Translation Model for Statistical Machine Translation	Jun 1, 2014	Machine TranslationTranslation	—Unverified
A Sentence Meaning Based Alignment Method for Parallel Text Corpora Preparation	Sep 30, 2015	Machine TranslationPosition	—Unverified
A Challenge Set for Advancing Language Modeling	Jun 1, 2012	Language ModelingLanguage Modelling	—Unverified
A Shared Task on Bandit Learning for Machine Translation	Jul 27, 2017	Machine TranslationTranslation	—Unverified
A Shared Task on Multimodal Machine Translation and Crosslingual Image Description	Aug 1, 2016	Image DescriptionImage Retrieval	—Unverified
A Shift-Reduce Parsing Algorithm for Phrase-based String-to-Dependency Translation	Aug 1, 2013	Language ModellingMachine Translation	—Unverified
Alignment-Based Neural Machine Translation	Aug 1, 2016	Machine TranslationSpeech Recognition	—Unverified
An Empirical Study of Generation Order for Machine Translation	Oct 29, 2019	Machine TranslationTranslation	—Unverified
A Tagging-style Reordering Model for Phrase-based SMT	Dec 1, 2012	Machine Translation	—Unverified
A Simple and Effective Approach to Coverage-Aware Neural Machine Translation	Jul 1, 2018	Machine TranslationNMT	—Unverified
A Simple and Effective Method of Cross-Lingual Plagiarism Detection	Apr 3, 2023	Machine TranslationRetrieval	—Unverified
A Simple and Effective Unified Encoder for Document-Level Machine Translation	Jul 1, 2020	Document Level Machine TranslationMachine Translation	—Unverified
A Simple and General Strategy for Referential Problem in Low-Resource Neural Machine Translation	Jan 1, 2021	Low Resource Neural Machine TranslationLow-Resource Neural Machine Translation	—Unverified
A Simple and Strong Baseline: NAIST-NICT Neural Machine Translation System for WAT2017 English-Japanese Translation Task	Nov 1, 2017	DecoderMachine Translation	—Unverified
A Simple Baseline for Beam Search Reranking	Dec 17, 2022	Machine TranslationReranking	—Unverified
A Simple but Effective Approach to Improve Arabizi-to-English Statistical Machine Translation	Dec 1, 2016	Machine TranslationTranslation	—Unverified
A Taxonomy and Study of Critical Errors in Machine Translation	Jun 1, 2022	Machine TranslationTranslation	—Unverified
A simple discriminative training method for machine translation with large-scale features	Sep 15, 2019	Machine TranslationTranslation	—Unverified
A Linear Baseline Classifier for Cross-Lingual Pronoun Prediction	Aug 1, 2016	Feature EngineeringLanguage Modeling	—Unverified
A Character-Aware Encoder for Neural Machine Translation	Dec 1, 2016	Machine TranslationNMT	—Unverified
Athena: Efficient Block-Wise Post-Training Quantization for Large Language Models Using Second-Order Matrix Derivative Information	May 24, 2024	Edge-computingMachine Translation	—Unverified
Arabic Dialect Processing Tutorial	Jun 1, 2012	Machine TranslationSpeech Recognition	—Unverified
Arabic Dialect Identification Using iVectors and ASR Transcripts	Apr 1, 2017	Dialect IdentificationMachine Translation	—Unverified

Show:10 25 50

← PrevPage 41 of 431Next →

All datasets WMT2014 English-German WMT2014 English-French IWSLT2014 German-English ACES WMT2016 English-Romanian WMT2016 Romanian-English WMT2014 German-English IWSLT2015 German-English WMT2016 English-German IWSLT2015 English-Vietnamese IWSLT2015 English-German WMT2016 German-English

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	Transformer Cycle (Rev)	BLEU score	35.14	—	Unverified
2	Noisy back-translation	BLEU score	35	—	Unverified
3	Transformer+Rep(Uni)	BLEU score	33.89	—	Unverified
4	T5-11B	BLEU score	32.1	—	Unverified
5	BiBERT	BLEU score	31.26	—	Unverified
6	Transformer + R-Drop	BLEU score	30.91	—	Unverified
7	Bi-SimCut	BLEU score	30.78	—	Unverified
8	BERT-fused NMT	BLEU score	30.75	—	Unverified
9	Data Diversification - Transformer	BLEU score	30.7	—	Unverified
10	SimCut	BLEU score	30.56	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Transformer+BT (ADMIN init)	BLEU score	46.4	—	Unverified
2	Noisy back-translation	BLEU score	45.6	—	Unverified
3	mRASP+Fine-Tune	BLEU score	44.3	—	Unverified
4	Transformer + R-Drop	BLEU score	43.95	—	Unverified
5	Transformer (ADMIN init)	BLEU score	43.8	—	Unverified
6	Admin	BLEU score	43.8	—	Unverified
7	BERT-fused NMT	BLEU score	43.78	—	Unverified
8	MUSE(Paralllel Multi-scale Attention)	BLEU score	43.5	—	Unverified
9	T5	BLEU score	43.4	—	Unverified
10	Local Joint Self-attention	BLEU score	43.3	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PiNMT	BLEU score	40.43	—	Unverified
2	BiBERT	BLEU score	38.61	—	Unverified
3	Bi-SimCut	BLEU score	38.37	—	Unverified
4	Cutoff + Relaxed Attention + LM	BLEU score	37.96	—	Unverified
5	DRDA	BLEU score	37.95	—	Unverified
6	Transformer + R-Drop + Cutoff	BLEU score	37.9	—	Unverified
7	SimCut	BLEU score	37.81	—	Unverified
8	Cutoff+Knee	BLEU score	37.78	—	Unverified
9	Cutoff	BLEU score	37.6	—	Unverified
10	CipherDAug	BLEU score	37.53	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	HWTSC-Teacher-Sim	Score	19.97	—	Unverified
2	MS-COMET-22	Score	19.89	—	Unverified
3	MS-COMET-QE-22	Score	19.76	—	Unverified
4	KG-BERTScore	Score	17.28	—	Unverified
5	metricx_xl_DA_2019	Score	17.17	—	Unverified
6	COMET-QE	Score	16.8	—	Unverified
7	COMET-22	Score	16.31	—	Unverified
8	UniTE-src	Score	15.68	—	Unverified
9	UniTE-ref	Score	15.38	—	Unverified
10	metricx_xxl_DA_2019	Score	15.24	—	Unverified