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 7801–7850 of 10752 papers

TitleStatusHype
Adversarial Neural Machine Translation—0
Adversarial reconstruction for Multi-modal Machine Translation—0
Adversarial Training on Disentangling Meaning and Language Representations for Unsupervised Quality Estimation—0
Adversarial Training with Contrastive Learning in NLP—0
A Dynamic Confusion Score for Dependency Arc Labels—0
A Dynamic Head Importance Computation Mechanism for Neural Machine Translation—0
A Dynamic Programming Algorithm for Computing N-gram Posteriors from Lattices—0
AET: Web-based Adjective Exploration Tool for German—0
A Factory of Comparable Corpora from Wikipedia—0
A Fast and Accurate Dependency Parser using Neural Networks—0
A Fine-Grained Analysis of BERTScore—0
A fine-grained error analysis of NMT, SMT and RBMT output for English-to-Dutch—0
A Finite-State Approach to Phrase-Based Statistical Machine Translation—0
A Finite-State Morphological Analyser for Sindhi—0
A finite-state morphological analyzer for a Lakota HPSG grammar—0
A Finite State Transducer Based Morphological Analyzer of Maithili Language—0
A First Corpus of AZee Discourse Expressions—0
A Flexible Approach to Automated RNN Architecture Generation—0
A Formal Characterization of Parsing Word Alignments by Synchronous Grammars with Empirical Evidence to the ITG Hypothesis.—0
A Formalized Reference Grammar for UNL-Based Machine Translation between English and Arabic—0
A Framework for Compiling High Quality Knowledge Resources From Raw Corpora—0
A Framework for Discriminative Rule Selection in Hierarchical Moses—0
A Framework for Hierarchical Multilingual Machine Translation—0
A Framework for Learning Morphology using Suffix Association Matrix—0
A Framework for the Classification and Annotation of Multiword Expressions in Dialectal Arabic—0
A Framework for the Construction of Monolingual and Cross-lingual Word Similarity Datasets—0
A Framework for the Needs of Different Types of Users in Multilingual Semantic Enrichment—0
A Framework for Translating SMS Messages—0
A French Corpus for Semantic Similarity—0
AfriMTE and AfriCOMET: Enhancing COMET to Embrace Under-resourced African Languages—0
A Full End-to-End Semantic Role Labeler, Syntactic-agnostic Over Syntactic-aware?—0
A fully discriminative training framework for Statistical Machine Translation (Un cadre d'apprentissage int\'egralement discriminant pour la traduction statistique) [in French]—0
A fuzzier approach to machine translation evaluation: A pilot study on post-editing productivity and automated metrics in commercial settings—0
A Gamified Evaluation and Recruitment Platform for Low Resource Language Machine Translation Systems—0
A general framework for minimizing translation effort: towards a principled combination of translation technologies in computer-aided translation—0
A Generalized Framework for Hierarchical Word Sequence Language Model—0
A General Multi-Task Learning Framework to Leverage Text Data for Speech to Text Tasks—0
A Generative Attentional Neural Network Model for Dialogue Act Classification—0
A Generative Framework for Simultaneous Machine Translation—0
A Generative Model for Extracting Parallel Fragments from Comparable Documents—0
A Generic Framework for Multiword Expressions Treatment: from Acquisition to Applications—0
Agent AI with LangGraph: A Modular Framework for Enhancing Machine Translation Using Large Language Models—0
Agent and User-Generated Content and its Impact on Customer Support MT—0
Aggregation methods for efficient collocation detection—0
A global AI community requires language-diverse publishing—0
A Graph Fusion Approach for Cross-Lingual Machine Reading Comprehension—0
A Graph Fusion Approach to Cross-Lingual Machine Reading Comprehension—0
A Graphical Interface for MT Evaluation and Error Analysis—0
A Graphical Pronoun Analysis Tool for the PROTEST Pronoun Evaluation Test Suite—0
Graphmax for Text Generation—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