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 88018850 of 10752 papers

TitleStatusHype
Building hybrid machine translation systems by using an EBMT preprocessor to create partial translations0
Target-Side Generation of Prepositions for SMT0
Fast and Accurate Preordering for SMT using Neural Networks0
Stripping Adjectives: Integration Techniques for Selective Stemming in SMT Systems0
Tapad\'oir0
An Incremental Algorithm for Transition-based CCG Parsing0
Exploiting portability to build an RBMT prototype for a new source language0
Automatic conversion of colloquial Finnishto standard Finnish0
Invited Talk: How Much Information Does a Human Translator Add to the Original?0
Evaluation of the domain adaptation of MT systems in ACCURAT0
Evaluating machine translation for assimilation via a gap-filling task0
Content Translation: Computer assisted translation tool for Wikipedia articles0
Context-Dependent Automatic Response Generation Using Statistical Machine Translation Techniques0
Re-assessing the WMT2013 Human Evaluation with Professional Translators Trainees0
Continuous Adaptation to User Feedback for Statistical Machine Translation0
Spinning Straw into Gold: Using Free Text to Train Monolingual Alignment Models for Non-factoid Question Answering0
Morphological Modeling for Machine Translation of English-Iraqi Arabic Spoken Dialogs0
Empty Category Detection With Joint Context-Label Embeddings0
Pre-reordering for Statistical Machine Translation of Non-fictional Subtitles0
Multi-Dialect Machine Translation (MuDMat)0
Bag-of-Words Forced Decoding for Cross-Lingual Information Retrieval0
Dynamic Terminology Integration Methods in Statistical Machine Translation0
Cost Optimization in Crowdsourcing Translation: Low cost translations made even cheaper0
Abu-MaTran: Automatic building of Machine Translation0
Okapi+QuEst: Translation Quality Estimation within Okapi0
Benchmarking SMT Performance for Farsi Using the TEP++ Corpus0
Document-Level Machine Translation with Word Vector Models0
Multi-Target Machine Translation with Multi-Synchronous Context-free Grammars0
Multi-Task Word Alignment Triangulation for Low-Resource Languages0
The Geometry of Statistical Machine Translation0
Topic Models: Accounting Component Structure of Bigrams0
When and why are log-linear models self-normalizing?0
Using on-line available sources of bilingual information for word-level machine translation quality estimation0
Word Alignment Based Parallel Corpora Evaluation and Cleaning Using Machine Learning Techniques0
The role of artificially generated negative data for quality estimation of machine translation0
Two/Too Simple Adaptations of Word2Vec for Syntax ProblemsCode0
Truly Exploring Multiple References for Machine Translation Evaluation0
The Logic of AMR: Practical, Unified, Graph-Based Sentence Semantics for NLP0
Unsupervised training of maximum-entropy models for lexical selection in rule-based machine translation0
Using Syntax-Based Machine Translation to Parse English into Abstract Meaning Representation0
Bengali to Assamese Statistical Machine Translation using Moses (Corpus Based)0
Automatic Noun Compound Interpretation using Deep Neural Networks and Word Embeddings0
Alignment of Eye Movements and Spoken Language for Semantic Image Understanding0
Hierarchical Statistical Semantic Realization for Minimal Recursion Semantics0
From a Distance: Using Cross-lingual Word Alignments for Noun Compound Bracketing0
Layers of Interpretation: On Grammar and Compositionality0
Crowdsourced Word Sense Annotations and Difficult Words and Examples0
Towards Using Machine Translation Techniques to Induce Multilingual Lexica of Discourse Markers0
Yara Parser: A Fast and Accurate Dependency ParserCode0
Phrase database Approach to structural and semantic disambiguation in English-Korean Machine Translation0
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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