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

Showing 84018450 of 10752 papers

TitleStatusHype
Measuring `Registerness' in Human and Machine Translation: A Text Classification Approach0
Learning the Impact of Machine Translation Evaluation Metrics for Semantic Textual Similarity0
A Dynamic Programming Algorithm for Computing N-gram Posteriors from Lattices0
Hierarchical Incremental Adaptation for Statistical Machine Translation0
Natural Language Generation from Pictographs0
Building Monolingual Word Alignment Corpus for the Greater China Region0
Improving Arabic Diacritization through Syntactic Analysis0
Hierarchical Latent Words Language Models for Robust Modeling to Out-Of Domain Tasks0
Document-Level Machine Translation Evaluation with Gist Consistency and Text Cohesion0
Machine Translation Evaluation using Recurrent Neural NetworksCode0
Hierarchical Machine Translation With Discontinuous Phrases0
Crosslingual Annotation and Analysis of Implicit Discourse Connectives for Machine Translation0
Edinburgh's Syntax-Based Systems at WMT 20150
Shallow Convolutional Neural Network for Implicit Discourse Relation Recognition0
Rule-Based Pronominal Anaphora Treatment for Machine Translation0
Findings of the 2015 Workshop on Statistical Machine Translation0
ParFDA for Fast Deployment of Accurate Statistical Machine Translation Systems, Benchmarks, and Statistics0
Semantic Tuples for Evaluation of Image to Sentence Generation0
Novel Document Level Features for Statistical Machine Translation0
Compact, Efficient and Unlimited Capacity: Language Modeling with Compressed Suffix Trees0
Syntactic Dependencies and Distributed Word Representations for Analogy Detection and Mining0
Strategy-Based Technology for Estimating MT Quality0
Learning Semantic Composition to Detect Non-compositionality of Multiword Expressions0
A Procedural Definition of Multi-word Lexical Units0
Not All Contexts Are Created Equal: Better Word Representations with Variable Attention0
Alignment-based sense selection in METEOR and the RATATOUILLE recipe0
Investigations on Phrase-based Decoding with Recurrent Neural Network Language and Translation Models0
Experiments with Generative Models for Dependency Tree Linearization0
Reading metrics for estimating task efficiency with MT output0
Phrase-based Compressive Cross-Language Summarization0
TBXTools: A Free, Fast and Flexible Tool for Automatic Terminology Extraction0
Hierarchical Phrase-based Stream Decoding0
POS Tagging for Arabic Tweets0
ReVal: A Simple and Effective Machine Translation Evaluation Metric Based on Recurrent Neural NetworksCode0
Intra-sentential Zero Anaphora Resolution using Subject Sharing Recognition0
Automatic Post-Editing for the DiscoMT Pronoun Translation Task0
A Neural Network Model for Low-Resource Universal Dependency Parsing0
Reversibility reconsidered: finite-state factors for efficient probabilistic sampling in parsing and generation0
Investigating Continuous Space Language Models for Machine Translation Quality Estimation0
Readability Assessment of Translated Texts0
DFKI's experimental hybrid MT system for WMT 20150
BEER 1.1: ILLC UvA submission to metrics and tuning taskCode0
Improved Arabic Dialect Classification with Social Media Data0
Experiments on Active Learning for Croatian Word Sense Disambiguation0
Cross-lingual Synonymy Overlap0
Search-Aware Tuning for Hierarchical Phrase-based Decoding0
CimS - The CIS and IMS Joint Submission to WMT 2015 addressing morphological and syntactic differences in English to German SMT0
MT Tuning on RED: A Dependency-Based Evaluation Metric0
A Proposal for a Coherence Corpus in Machine Translation0
Rule Selection with Soft Syntactic Features for String-to-Tree Statistical Machine Translation0
Show:102550
← PrevPage 169 of 216Next →

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Transformer Cycle (Rev)BLEU score35.14Unverified
2Noisy back-translationBLEU score35Unverified
3Transformer+Rep(Uni)BLEU score33.89Unverified
4T5-11BBLEU score32.1Unverified
5BiBERTBLEU score31.26Unverified
6Transformer + R-DropBLEU score30.91Unverified
7Bi-SimCutBLEU score30.78Unverified
8BERT-fused NMTBLEU score30.75Unverified
9Data Diversification - TransformerBLEU score30.7Unverified
10SimCutBLEU score30.56Unverified
#ModelMetricClaimedVerifiedStatus
1Transformer+BT (ADMIN init)BLEU score46.4Unverified
2Noisy back-translationBLEU score45.6Unverified
3mRASP+Fine-TuneBLEU score44.3Unverified
4Transformer + R-DropBLEU score43.95Unverified
5Transformer (ADMIN init)BLEU score43.8Unverified
6AdminBLEU score43.8Unverified
7BERT-fused NMTBLEU score43.78Unverified
8MUSE(Paralllel Multi-scale Attention)BLEU score43.5Unverified
9T5BLEU score43.4Unverified
10Local Joint Self-attentionBLEU score43.3Unverified
#ModelMetricClaimedVerifiedStatus
1PiNMTBLEU score40.43Unverified
2BiBERTBLEU score38.61Unverified
3Bi-SimCutBLEU score38.37Unverified
4Cutoff + Relaxed Attention + LMBLEU score37.96Unverified
5DRDABLEU score37.95Unverified
6Transformer + R-Drop + CutoffBLEU score37.9Unverified
7SimCutBLEU score37.81Unverified
8Cutoff+KneeBLEU score37.78Unverified
9CutoffBLEU score37.6Unverified
10CipherDAugBLEU score37.53Unverified
#ModelMetricClaimedVerifiedStatus
1HWTSC-Teacher-SimScore19.97Unverified
2MS-COMET-22Score19.89Unverified
3MS-COMET-QE-22Score19.76Unverified
4KG-BERTScoreScore17.28Unverified
5metricx_xl_DA_2019Score17.17Unverified
6COMET-QEScore16.8Unverified
7COMET-22Score16.31Unverified
8UniTE-srcScore15.68Unverified
9UniTE-refScore15.38Unverified
10metricx_xxl_DA_2019Score15.24Unverified