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 75017550 of 10752 papers

TitleStatusHype
Multilingual Aliasing for Auto-Generating Proposition Banks0
Efficient Data Selection for Bilingual Terminology Extraction from Comparable Corpora0
Multi-Engine and Multi-Alignment Based Automatic Post-Editing and its Impact on Translation Productivity0
Mongolian Named Entity Recognition System with Rich Features0
Bilingual Autoencoders with Global Descriptors for Modeling Parallel Sentences0
Measuring the Effect of Conversational Aspects on Machine Translation Quality0
Machine Translation Evaluation for Arabic using Morphologically-enriched Embeddings0
Linguistic features for Hindi light verb construction identification0
Lightly Supervised Quality Estimation0
Dialogue Act Classification in Domain-Independent Conversations Using a Deep Recurrent Neural Network0
Leveraging Multilingual Training for Limited Resource Event Extraction0
Determining the Multiword Expression Inventory of a Surprise Language0
A Word Labeling Approach to Thai Sentence Boundary Detection and POS Tagging0
Semantically Motivated Hebrew Verb-Noun Multi-Word Expressions Identification0
Selecting Sentences versus Selecting Tree Constituents for Automatic Question Ranking0
Zero-resource Dependency Parsing: Boosting Delexicalized Cross-lingual Transfer with Linguistic Knowledge0
K-SRL: Instance-based Learning for Semantic Role Labeling0
Korean FrameNet Expansion Based on Projection of Japanese FrameNet0
Automatic Extraction of Learner Errors in ESL Sentences Using Linguistically Enhanced Alignments0
A Distribution-based Model to Learn Bilingual Word Embeddings0
Data-driven learning of symbolic constraints for a log-linear model in a phonological setting0
Splitting compounds with ngrams0
Is all that Glitters in Machine Translation Quality Estimation really Gold?0
Universal Reordering via Linguistic Typology0
Interactive-Predictive Machine Translation based on Syntactic Constraints of Prefix0
Using Linguistic Data for English and Spanish Verb-Noun Combination Identification0
What Makes Word-level Neural Machine Translation Hard: A Case Study on English-German Translation0
Improving Word Alignment of Rare Words with Word Embeddings0
A Deep Fusion Model for Domain Adaptation in Phrase-based MT0
Improving Translation Selection with Supersenses0
Improving Statistical Machine Translation with Selectional Preferences0
Improving Attention Modeling with Implicit Distortion and Fertility for Machine Translation0
Predictability of Distributional Semantics in Derivational Word Formation0
Improved Word Embeddings with Implicit Structure Information0
Convolution-Enhanced Bilingual Recursive Neural Network for Bilingual Semantic Modeling0
Implicit Discourse Relation Recognition with Context-aware Character-enhanced Embeddings0
Hierarchical Permutation Complexity for Word Order Evaluation0
Hashtag Recommendation Using End-To-End Memory Networks with Hierarchical Attention0
Consistent Word Segmentation, Part-of-Speech Tagging and Dependency Labelling Annotation for Chinese Language0
Combining Human Inputters and Language Services to provide Multi-language support system for International Symposiums0
Combining fast\_align with Hierarchical Sub-sentential Alignment for Better Word Alignments0
CogALex-V Shared Task: CGSRC - Classifying Semantic Relations using Convolutional Neural Networks0
Chinese-to-Japanese Patent Machine Translation based on Syntactic Pre-ordering for WAT 20160
Faster and Lighter Phrase-based Machine Translation Baseline0
Predicting Translation Equivalents in Linked WordNets0
Character-based Decoding in Tree-to-Sequence Attention-based Neural Machine Translation0
Arabic Dialect Identification in Speech Transcripts0
Overview of the 3rd Workshop on Asian Translation0
System Description of bjtu\_nlp Neural Machine Translation System0
Can SMT and RBMT Improve each other's Performance?- An Experiment with English-Hindi 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