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 7201–7250 of 10752 papers

TitleStatusHype
INDICXNLI: A Dataset for Studying NLI in Indic Languages—0
Indigenous language technologies in Canada: Assessment, challenges, and successes—0
In-Domain African Languages Translation Using LLMs and Multi-armed Bandits—0
Indonesian Dependency Treebank: Annotation and Parsing—0
Indowordnets help in Indian Language Machine Translation—0
IndoWordnet Visualizer: A Graphical User Interface for Browsing and Exploring Wordnets of Indian Languages—0
IndT5: A Text-to-Text Transformer for 10 Indigenous Languages—0
Inducing a Discriminative Parser to Optimize Machine Translation Reordering—0
Inducing Crosslingual Distributed Representations of Words—0
Inducing Discourse Connectives from Parallel Texts—0
Inducing Example-based Semantic Frames from a Massive Amount of Verb Uses—0
Inducing Grammars with and for Neural Machine Translation—0
Inductive Visual Localisation: Factorised Training for Superior Generalisation—0
Inference of Phrase-Based Translation Models via Minimum Description Length—0
Inference-only sub-character decomposition improves translation of unseen logographic characters—0
Inference Strategies for Machine Translation with Conditional Masking—0
Inferring Knowledge with Word Refinements in a Crowdsourced Lexical-Semantic Network—0
Inferring Selectional Preferences from Part-Of-Speech N-grams—0
Inferring Shallow-Transfer Machine Translation Rules from Small Parallel Corpora—0
Inflection Generation as Discriminative String Transduction—0
Inflection Generation for Spanish Verbs using Supervised Learning—0
Influence of Part-of-Speech and Phrasal Category Universal Tag-set in Tree-to-Tree Translation Models—0
Information Aggregation for Multi-Head Attention with Routing-by-Agreement—0
Information Density and Quality Estimation Features as Translationese Indicators for Human Translation Classification—0
Information-Propogation-Enhanced Neural Machine Translation by Relation Model—0
Information-theoretic Vocabularization via Optimal Transport—0
Infosys Machine Translation System for WMT20 Similar Language Translation Task—0
Infusing Future Information into Monotonic Attention Through Language Models—0
Initial Explorations of CCG Supertagging for Universal Dependency Parsing—0
InkubaLM: A small language model for low-resource African languages—0
Inner Attention based Recurrent Neural Networks for Answer Selection—0
In Neural Machine Translation, What Does Transfer Learning Transfer?—0
Innovations in Parallel Corpus Search Tools—0
Input Augmentation Improves Constrained Beam Search for Neural Machine Translation: NTT at WAT 2021—0
Input Combination Strategies for Multi-Source Transformer Decoder—0
Insertion and Deletion Models for Statistical Machine Translation—0
Insertion-based Decoding with automatically Inferred Generation Order—0
Insertion Position Selection Model for Flexible Non-Terminals in Dependency Tree-to-Tree Machine Translation—0
Insertion Transformer: Flexible Sequence Generation via Insertion Operations—0
Insights into Classifying and Mitigating LLMs' Hallucinations—0
Instance Selection for Online Automatic Post-Editing in a multi-domain scenario—0
Instance Selection Improves Cross-Lingual Model Training for Fine-Grained Sentiment Analysis—0
Instruction-tuned Large Language Models for Machine Translation in the Medical Domain—0
Integrated Training for Sequence-to-Sequence Models Using Non-Autoregressive Transformer—0
Integrating a Large, Monolingual Corpus as Translation Memory into Statistical Machine Translation—0
Integrating and Evaluating Extra-linguistic Context in Neural Machine Translation—0
Integrating an Unsupervised Transliteration Model into Statistical Machine Translation—0
Integrating Artificial and Human Intelligence for Efficient Translation—0
Integrating Case Frame into Japanese to Chinese Hierarchical Phrase-based Translation Model—0
Integrating Dictionaries into an Unsupervised Model for Myanmar Word Segmentation—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
5AdminBLEU score43.8—Unverified
6Transformer (ADMIN init)BLEU 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