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 87518800 of 10752 papers

TitleStatusHype
Design and Annotation of the First Italian Corpus for Text Simplification0
Harmonizing word alignments and syntactic structures for extracting phrasal translation equivalents0
Bilingual Word Representations with Monolingual Quality in Mind0
Unsupervised False Friend Disambiguation Using Contextual Word Clusters and Parallel Word Alignments0
The Operation Sequence Model---Combining N-Gram-Based and Phrase-Based Statistical Machine Translation0
USAAR-SHEFFIELD: Semantic Textual Similarity with Deep Regression and Machine Translation Evaluation Metrics0
TKLBLIIR: Detecting Twitter Paraphrases with TweetingJay0
Visualizing Deep-Syntactic Parser Output0
Word Sense Disambiguation via PropStore and OntoNotes for Event Mention Detection0
The Impact of Multiword Expression Compositionality on Machine Translation Evaluation0
Translating Negation: A Manual Error Analysis0
yiGou: A Semantic Text Similarity Computing System Based on SVM0
Translating Literary Text between Related Languages using SMT0
What Matters Most in Morphologically Segmented SMT Models?0
Translating Negation: Induction, Search And Model Errors0
Twitter Paraphrase Identification with Simple Overlap Features and SVMs0
Unsupervised Text Normalization Using Distributed Representations of Words and Phrases0
Sequence-to-Sequence Neural Net Models for Grapheme-to-Phoneme Conversion0
Omorfi --- Free and open source morphological lexical database for Finnish0
Dependency-based Reordering Model for Constituent Pairs in Hierarchical SMT0
Proceedings of the 18th Annual Conference of the European Association for Machine Translation0
Deep Learning and Continuous Representations for Natural Language Processing0
Crowdsourcing for NLP0
Aligning Sentences from Standard Wikipedia to Simple Wikipedia0
Data-driven sentence generation with non-isomorphic trees0
A general framework for minimizing translation effort: towards a principled combination of translation technologies in computer-aided translation0
APRO: All-Pairs Ranking Optimization for MT Tuning0
Searching for Context: a Study on Document-Level Labels for Translation Quality Estimation0
A case study on supervised classification of Swedish pseudo-coordination0
Accurate Evaluation of Segment-level Machine Translation Metrics0
Identifying main obstacles for statistical machine translation of morphologically rich South Slavic languages0
Integrating a Large, Monolingual Corpus as Translation Memory into Statistical Machine Translation0
The ACCEPT Academic Portal: Bringing Together Pre-editing, MT and Post-editing into a Learning Environment0
Russian-Chinese Sentence-level Aligned News Corpus0
HimL (Health in my Language)0
An Optimal Quadratic Approach to Monolingual Paraphrase Alignment0
Learning to Interpret and Describe Abstract Scenes0
HandyCAT - An Open-Source Platform for CAT Tool Research0
A Comparison of Update Strategies for Large-Scale Maximum Expected BLEU Training0
Leveraging Small Multilingual Corpora for SMT Using Many Pivot Languages0
Inflection Generation as Discriminative String Transduction0
SMT at the International Maritime Organization: experiences with combining in-house corpora with out-of-domain corpora0
Poor man's lemmatisation for automatic error classification0
Social Media Predictive Analytics0
A Transition-based Algorithm for AMR ParsingCode0
Combining Word Embeddings and Feature Embeddings for Fine-grained Relation ExtractionCode0
Post-Editing Evaluations: Trade-offs between Novice and Professional Participants0
LR Parsing for LCFRS0
Response-based Learning for Machine Translation of Open-domain Database Queries0
Streamlining Translation Workflows with StyleScorer0
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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