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	Hype
Retro-BLEU: Quantifying Chemical Plausibility of Retrosynthesis Routes through Reaction Template Sequence Analysis	Nov 8, 2023	Machine TranslationRetrosynthesis	CodeCode Available	0
First Tragedy, then Parse: History Repeats Itself in the New Era of Large Language Models	Nov 8, 2023	Machine Translation	—Unverified	0
Gender Inflected or Bias Inflicted: On Using Grammatical Gender Cues for Bias Evaluation in Machine Translation	Nov 7, 2023	Machine TranslationNMT	CodeCode Available	0
CBSiMT: Mitigating Hallucination in Simultaneous Machine Translation with Weighted Prefix-to-Prefix Training	Nov 7, 2023	HallucinationMachine Translation	—Unverified	0
Bilingual Corpus Mining and Multistage Fine-Tuning for Improving Machine Translation of Lecture Transcripts	Nov 7, 2023	BenchmarkingMachine Translation	CodeCode Available	1
Improving Machine Translation with Large Language Models: A Preliminary Study with Cooperative Decoding	Nov 6, 2023	DecoderMachine Translation	CodeCode Available	0
Findings of the WMT 2023 Shared Task on Discourse-Level Literary Translation: A Fresh Orb in the Cosmos of LLMs	Nov 6, 2023	Machine TranslationTranslation	—Unverified	0
Rule Learning as Machine Translation using the Atomic Knowledge Bank	Nov 5, 2023	Logical ReasoningMachine Translation	CodeCode Available	0
Narrowing the Gap between Zero- and Few-shot Machine Translation by Matching Styles	Nov 4, 2023	In-Context LearningMachine Translation	—Unverified	0
TreeSwap: Data Augmentation for Machine Translation via Dependency Subtree Swapping	Nov 4, 2023	Data AugmentationMachine Translation	CodeCode Available	0
Identifying Context-Dependent Translations for Evaluation Set Production	Nov 4, 2023	Machine TranslationSentence	CodeCode Available	0
Replicable Benchmarking of Neural Machine Translation (NMT) on Low-Resource Local Languages in Indonesia	Nov 2, 2023	BenchmarkingMachine Translation	CodeCode Available	0
Robustness Tests for Automatic Machine Translation Metrics with Adversarial Attacks	Nov 1, 2023	Machine TranslationSentence	CodeCode Available	0
Video-Helpful Multimodal Machine Translation	Oct 31, 2023	Machine TranslationMultimodal Machine Translation	CodeCode Available	0
Is Robustness Transferable across Languages in Multilingual Neural Machine Translation?	Oct 31, 2023	Data AugmentationMachine Translation	—Unverified	0
The Unreasonable Effectiveness of Random Target Embeddings for Continuous-Output Neural Machine Translation	Oct 31, 2023	Machine TranslationPrediction	—Unverified	0
Towards a Deep Understanding of Multilingual End-to-End Speech Translation	Oct 31, 2023	Machine TranslationTranslation	CodeCode Available	0
The Eval4NLP 2023 Shared Task on Prompting Large Language Models as Explainable Metrics	Oct 30, 2023	Machine TranslationText Generation	CodeCode Available	1
Integrating Pre-trained Language Model into Neural Machine Translation	Oct 30, 2023	Language ModelingLanguage Modelling	—Unverified	0
CreoleVal: Multilingual Multitask Benchmarks for Creoles	Oct 30, 2023	Machine TranslationReading Comprehension	CodeCode Available	1
Unified Segment-to-Segment Framework for Simultaneous Sequence Generation	Oct 27, 2023	Machine TranslationMulti-Task Learning	—Unverified	0
Evaluation of large language models using an Indian language LGBTI+ lexicon	Oct 26, 2023	Machine TranslationMMLU	—Unverified	0
Incorporating Probing Signals into Multimodal Machine Translation via Visual Question-Answering Pairs	Oct 26, 2023	AttributeMachine Translation	CodeCode Available	0
Cultural Adaptation of Recipes	Oct 26, 2023	Information RetrievalMachine Translation	—Unverified	0
LLM Performance Predictors are good initializers for Architecture Search	Oct 25, 2023	Machine TranslationNeural Architecture Search	CodeCode Available	0

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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