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 87018750 of 10752 papers

TitleStatusHype
A Language Detection System for Short Chats in Mobile Games0
Translating Negation: Induction, Search And Model Errors0
Non-projective Dependency-based Pre-Reordering with Recurrent Neural Network for Machine Translation0
A Pilot Experiment on Exploiting Translations for Literary Studies on Kafka's ``Verwandlung''0
Annotation and Extraction of Multiword Expressions in Turkish Treebanks0
The Impact of Multiword Expression Compositionality on Machine Translation Evaluation0
Bilingual Word Representations with Monolingual Quality in Mind0
Modeling the Statistical Idiosyncrasy of Multiword Expressions0
Bilingual English-Czech Valency Lexicon Linked to a Parallel Corpus0
METEOR-WSD: Improved Sense Matching in MT Evaluation0
Unsupervised Text Normalization Using Distributed Representations of Words and Phrases0
Design and Annotation of the First Italian Corpus for Text Simplification0
A Word-Embedding-based Sense Index for Regular Polysemy Representation0
What Matters Most in Morphologically Segmented SMT Models?0
Automated Translation of a Literary Work: A Pilot Study0
Word Sense Disambiguation via PropStore and OntoNotes for Event Mention Detection0
Analyzing English-Spanish Named-Entity enhanced Machine Translation0
Improving Chinese-English PropBank Alignment0
Identifying Various Kinds of Event Mentions in K-Parser Output0
How to Account for Idiomatic German Support Verb Constructions in Statistical Machine Translation0
A Method of Accounting Bigrams in Topic Models0
SMT error analysis and mapping to syntactic, semantic and structural fixes0
Harmonizing word alignments and syntactic structures for extracting phrasal translation equivalents0
Semantic Annotation of Japanese Functional Expressions and its Impact on Factuality Analysis0
Scaling Semantic Frame Annotation0
FCICU: The Integration between Sense-Based Kernel and Surface-Based Methods to Measure Semantic Textual Similarity0
FBK-HLT: An Application of Semantic Textual Similarity for Answer Selection in Community Question Answering0
ExB Themis: Extensive Feature Extraction from Word Alignments for Semantic Textual Similarity0
TATO: Leveraging on Multiple Strategies for Semantic Textual Similarity0
DLS@CU: Sentence Similarity from Word Alignment and Semantic Vector Composition0
TeamUFAL: WSD+EL as Document Retrieval0
Samsung: Align-and-Differentiate Approach to Semantic Textual Similarity0
Combining Seemingly Incompatible Corpora for Implicit Semantic Role Labeling0
Recognizing Textual Entailment using Dependency Analysis and Machine Learning0
USAAR-SHEFFIELD: Semantic Textual Similarity with Deep Regression and Machine Translation Evaluation Metrics0
Ckylark: A More Robust PCFG-LA ParserCode0
FBK-HLT: An Effective System for Paraphrase Identification and Semantic Similarity in Twitter0
Brahmi-Net: A transliteration and script conversion system for languages of the Indian subcontinent0
An Open-source Framework for Multi-level Semantic Similarity Measurement0
ECNU: Leveraging Word Embeddings to Boost Performance for Paraphrase in Twitter0
MITRE: Seven Systems for Semantic Similarity in Tweets0
Bilingual lexicon extraction for a distant language pair using a small parallel corpus0
Mapping Different Rhetorical Relation Annotations: A Proposal0
Twitter Paraphrase Identification with Simple Overlap Features and SVMs0
Dissecting the Practical Lexical Function Model for Compositional Distributional Semantics0
Benchmarking Machine Translated Sentiment Analysis for Arabic Tweets0
Discourse and Document-level Information for Evaluating Language Output Tasks0
Detecting Translation Direction: A Cross-Domain Study0
A Distant Supervision Approach to Semantic Role Labeling0
yiGou: A Semantic Text Similarity Computing System Based on SVM0
Show:102550
← PrevPage 175 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