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 2701–2750 of 10752 papers

TitleStatusHype
Creativity in translation: machine translation as a constraint for literary texts—0
Deep-Syntactic Parsing—0
Analysing the Correlation between Lexical Ambiguity and Translation Quality in a Multimodal Setting using WordNet—0
Did Translation Models Get More Robust Without Anyone Even Noticing?—0
Defending against Backdoor Attacks in Natural Language Generation—0
Creation of Lexical Relations for IndoWordNet—0
Defining Boundaries: The Impact of Domain Specification on Cross-Language and Cross-Domain Transfer in Machine Translation—0
Defining meaningful units. Challenges in sign segmentation and segment-meaning mapping (short paper)—0
Déjà Vu: Multilingual LLM Evaluation through the Lens of Machine Translation Evaluation—0
Automatic TM Cleaning through MT and POS Tagging: Autodesk's Submission to the NLP4TM 2016 Shared Task—0
DELA Project: Document-level Machine Translation Evaluation—0
Delexicalized transfer parsing for low-resource languages using transformed and combined treebanks—0
Deliberation Networks and How to Train Them—0
Deliberation Networks: Sequence Generation Beyond One-Pass Decoding—0
Creation of comparable corpora for English-Urdu, Arabic, Persian—0
Analysing Quality of English-Hindi Machine Translation Engine Outputs Using Bayesian Classification—0
Automatic Tripartite Classification of Intransitive Verbs—0
Attention Mechanism with Energy-Friendly Operations—0
Creating rich online dictionaries for the Lao--French language pair, reusable for Machine Translation—0
Demonstrating the MUSTE Language Learning Environment—0
An Empirical Investigation of Statistical Significance in NLP—0
Demo of Sanskrit-Hindi SMT System—0
Automode: Choosing the Best Machine Translation Supplier Based on Source Text—0
An Empirical Investigation of Word Alignment Supervision for Zero-Shot Multilingual Neural Machine Translation—0
Addressing Troublesome Words in Neural Machine Translation—0
Robust Optimization for Multilingual Translation with Imbalanced Data—0
A BiLSTM-based System for Cross-lingual Pronoun Prediction—0
Dense Components in the Structure of WordNet—0
Different Flavors of GUM: Evaluating Genre and Sentence Type Effects on Multilayer Corpus Annotation Quality—0
Advancing AI with Integrity: Ethical Challenges and Solutions in Neural Machine Translation—0
Differentiable Sampling with Flexible Reference Word Order for Neural Machine Translation—0
Densifying Assumed-sparse Tensors: Improving Memory Efficiency and MPI Collective Performance during Tensor Accumulation for Parallelized Training of Neural Machine Translation Models—0
Dependency Analysis of Scrambled References for Better Evaluation of Japanese Translation—0
Dependency and Constituency in Translation Shift Analysis—0
Attention Mechanism and Context Modeling System for Text Mining Machine Translation—0
Dependency-Based Bilingual Language Models for Reordering in Statistical Machine Translation—0
Creating Interactive Macaronic Interfaces for Language Learning—0
Dependency-based empty category detection via phrase structure trees—0
Dependency-based Pre-ordering for Chinese-English Machine Translation—0
Dependency-Based Relative Positional Encoding for Transformer NMT—0
Dependency-based Reordering Model for Constituent Pairs in Hierarchical SMT—0
Dependency-Based Self-Attention for Transformer NMT—0
Dependency Forest based Word Alignment—0
Dependency Graph-to-String Statistical Machine Translation—0
Dependency Graph-to-String Translation—0
Dependency Language Models for Sentence Completion—0
Dependency Network Syntax: From Dependency Treebanks to a Classification of Chinese Function Words—0
Dependency Parsers for Persian—0
Dependency Parsing for Identifying Hungarian Light Verb Constructions—0
Dict-NMT: Bilingual Dictionary based NMT for Extremely Low Resource Languages—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