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 3326–3350 of 10752 papers

Title	Date	Tasks	Status
End to end Hindi to English speech conversion using Bark, mBART and a finetuned XLSR Wav2Vec2	Jan 11, 2024	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
An Initial Test Collection for Ranked Retrieval of SMS Conversations	May 1, 2018	Information RetrievalMachine Translation	—Unverified
End-to-End Neural Word Alignment Outperforms GIZA++	Apr 30, 2020	Machine TranslationTranslation	—Unverified
A fully discriminative training framework for Statistical Machine Translation (Un cadre d'apprentissage int\'egralement discriminant pour la traduction statistique) [in French]	Jun 1, 2013	Machine Translation	—Unverified
Do We Still Need Automatic Speech Recognition for Spoken Language Understanding?	Nov 29, 2021	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
On the Need of Cross Validation for Discourse Relation Classification	Apr 1, 2017	ClassificationGeneral Classification	—Unverified
End-to-End Offline Speech Translation System for IWSLT 2020 using Modality Agnostic Meta-Learning	Jul 1, 2020	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
End to End Recognition System for Recognizing Offline Unconstrained Vietnamese Handwriting	May 14, 2019	Caption GenerationDecoder	—Unverified
Bilingual lexicon extraction for a distant language pair using a small parallel corpus	Jun 1, 2015	Machine TranslationWord Alignment	—Unverified
Doubly Sparse: Sparse Mixture of Sparse Experts for Efficient Softmax Inference	Jan 30, 2019	image-classificationImage Classification	—Unverified
End-to-End Speech-to-Text Translation: A Survey	Dec 2, 2023	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
Bilingual Lexical Cohesion Trigger Model for Document-Level Machine Translation	Aug 1, 2013	Document Level Machine TranslationMachine Translation	—Unverified
An Infinite Hierarchical Bayesian Model of Phrasal Translation	Aug 1, 2013	Language ModellingMachine Translation	—Unverified
End-to-end Speech Translation with Spoken-to-Written Style Conversion	Jan 16, 2022	DecoderMachine Translation	—Unverified
End-to-end Training and Decoding for Pivot-based Cascaded Translation Model	May 3, 2023	Machine TranslationTranslation	—Unverified
Doubly Attentive Transformer Machine Translation	Jul 30, 2018	DecoderImage Captioning	—Unverified
Doubly-Attentive Decoder for Multi-modal Neural Machine Translation	Feb 4, 2017	DecoderImage Description	—Unverified
Do translator trainees trust machine translation? An experiment on post-editing and revision	Aug 1, 2019	Machine TranslationTranslation	—Unverified
Bilingual-GAN: A Step Towards Parallel Text Generation	Apr 9, 2019	DecoderDenoising	—Unverified
An In-depth Walkthrough on Evolution of Neural Machine Translation	Apr 10, 2020	Abstractive Text SummarizationImage Captioning	—Unverified
English-Catalan Neural Machine Translation in the Biomedical Domain through the cascade approach	Mar 19, 2018	Machine TranslationTranslation	—Unverified
English-Chinese Knowledge Base Translation with Neural Network	Dec 1, 2016	Information RetrievalMachine Translation	—Unverified
English-Ethiopian Languages Statistical Machine Translation	Aug 1, 2019	Machine TranslationTranslation	—Unverified
A Full End-to-End Semantic Role Labeler, Syntactic-agnostic Over Syntactic-aware?	Aug 1, 2018	DecoderMachine Translation	—Unverified
A Correlational Encoder Decoder Architecture for Pivot Based Sequence Generation	Jun 15, 2016	DecoderMachine Translation	—Unverified

Show:10 25 50

← PrevPage 134 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