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

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Showing 7851–7900 of 10752 papers

TitleStatusHype
Agreement on Target-bidirectional Neural Machine Translation—0
Agree to Disagree: Analysis of Inter-Annotator Disagreements in Human Evaluation of Machine Translation Output—0
A GRU-Gated Attention Model for Neural Machine Translation—0
A Guider Network for Multi-Dual Learning—0
A GUI to Detect and Correct Errors in Hindi Dependency Treebank—0
A Hand-Held Multimedia Translation and Interpretation System with Application to Diet Management—0
A Hardware-Aware Framework for Accelerating Neural Architecture Search Across Modalities—0
A Hierarchical Model for Device Placement—0
A Hierarchical Neural Model for Learning Sequences of Dialogue Acts—0
A Hierarchical Neural Network for Sequence-to-Sequences Learning—0
A High-Quality Web Corpus of Czech—0
A Holistic Approach to Bilingual Sentence Fragment Extraction from Comparable Corpora—0
A House United: Bridging the Script and Lexical Barrier between Hindi and Urdu—0
A human evaluation of English-Irish statistical and neural machine translation—0
A Human Judgement Corpus and a Metric for Arabic MT Evaluation—0
A hybrid approach for automatic clause boundary identification in Hindi—0
A Hybrid Approach for Automatic Extraction of Bilingual Multiword Expressions from Parallel Corpora—0
A Hybrid Approach for Deep Machine Translation—0
A Hybrid Approach to Skeleton-based Translation—0
A Hybrid Chinese Spelling Correction Using Language Model and Statistical Machine Translation with Reranking—0
A Hybrid Dependency Parser for Bangla—0
A Hybrid Learning Scheme for Chinese Word Embedding—0
A Hybrid Model for Enhancing Lexical Statistical Machine Translation (SMT)—0
A Hybrid Morpheme-Word Representation for Machine Translation of Morphologically Rich Languages—0
A hybrid pipeline of rules and machine learning to filter web-crawled parallel corpora—0
A Hybrid Transliteration Model for Chinese/English Named Entities ---BJTU-NLP Report for the 5th Named Entities Workshop—0
A Hybrid Word Alignment Model for Phrase-Based Statistical Machine Translation—0
AI agents may be worth the hype but not the resources (yet): An initial exploration of machine translation quality and costs in three language pairs in the legal and news domains—0
AIDA2: A Hybrid Approach for Token and Sentence Level Dialect Identification in Arabic—0
AI in Support of Diversity and Inclusion—0
Airport Announcement System for Deaf—0
A Japanese Word Dependency Corpus—0
A Joint Approach to Compound Splitting and Idiomatic Compound Detection—0
A Joint Chinese Named Entity Recognition and Disambiguation System—0
A Joint Dependency Model of Morphological and Syntactic Structure for Statistical Machine Translation—0
A joint inference of deep case analysis and zero subject generation for Japanese-to-English statistical machine translation—0
A Joint Model for Unsupervised Chinese Word Segmentation—0
A Joint Model of Orthography and Morphological Segmentation—0
A Joint Sequential and Relational Model for Frame-Semantic Parsing—0
Akamon: An Open Source Toolkit for Tree/Forest-Based Statistical Machine Translation—0
A Knowledge-Augmented Neural Network Model for Implicit Discourse Relation Classification—0
A Knowledge-Based Approach to Word Sense Disambiguation by distributional selection and semantic features—0
A Language Detection System for Short Chats in Mobile Games—0
A Language-Independent Feature Schema for Inflectional Morphology—0
A language processing algorithm for predicting tactical solutions to an operational planning problem under uncertainty—0
A Large Automatically-Acquired All-Words List of Multiword Expressions Scored for Compositionality—0
A Large Parallel Corpus of Full-Text Scientific Articles—0
A Large-Scale Evaluation of Pre-editing Strategies for Improving User-Generated Content Translation—0
A Large-Scale Study of Machine Translation in the Turkic Languages—0
A Large-scale Study of Statistical Machine Translation Methods for Khmer Language—0
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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