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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 2801–2850 of 10752 papers

TitleStatusHype
Detection of Multiword Expressions for Hindi Language using Word Embeddings and WordNet-based Features—0
Determining Compositionality of Expresssions Using Various Word Space Models and Methods—0
Determining Compositionality of Word Expressions Using Word Space Models—0
Determining is-a relationships for Textual Entailment—0
Determining the Multiword Expression Inventory of a Surprise Language—0
Deterministic natural language generation from meaning representations for machine translation—0
Baidu Neural Machine Translation Systems for WMT19—0
An End-to-end Approach to Learning Semantic Frames with Feedforward Neural Network—0
Developing a Neural Machine Translation Service for the 2017-2018 European Union Presidency—0
Developing a Neural Machine Translation system for Irish—0
Developing an Open-Source FST Grammar for Verb Chain Transfer in a Spanish-Basque MT System—0
Developing automatic verbatim transcripts for international multilingual meetings: an end-to-end solution—0
Developing Corpus-based Translation Methods between Informal and Formal Mathematics: Project Description—0
Developing Language Resources with Citizen Linguistics in Austria -- A Case Study—0
Distinguishing Translations by Human, NMT, and ChatGPT: A Linguistic and Statistical Approach—0
Developing Machine Translation Engines for Multilingual Participatory Spaces—0
Attention Mechanism and Context Modeling System for Text Mining Machine Translation—0
Developing Parallel Sense-tagged Corpora with Wordnets—0
Creating Interactive Macaronic Interfaces for Language Learning—0
Development and Application of a Cross-language Document Comparability Metric—0
Development of a classifiers/quantifiers dictionary towards French-Japanese MT—0
Development of a Dataset and a Deep Learning Baseline Named Entity Recognizer for Three Low Resource Languages: Bhojpuri, Maithili and Magahi—0
Distill, Adapt, Distill: Training Small, In-Domain Models for Neural Machine Translation—0
Development of a Large-scale Dataset of Chest Computed Tomography Reports in Japanese and a High-performance Finding Classification Model—0
Development of a Persian Syntactic Dependency Treebank—0
Development of a WAZOBIA-Named Entity Recognition System—0
Development of Hybrid Algorithm for Automatic Extraction of Multiword Expressions from Monolingual and Parallel Corpus of English and Punjabi—0
Development of Natural Language Processing Tools for Cook Islands M\=aori—0
Development of Telugu-Tamil Transfer-Based Machine Translation system: With Special reference to Divergence Index—0
An English-Swahili parallel corpus and its use for neural machine translation in the news domain—0
DFKI-MLT System Description for the WMT18 Automatic Post-editing Task—0
DFKI's experimental hybrid MT system for WMT 2015—0
DFKI's SMT System for WMT 2012—0
DFKI's system for WMT16 IT-domain task, including analysis of systematic errors—0
Creating Domain-Specific Translation Memories for Machine Translation Fine-tuning: The TRENCARD Bilingual Cardiology Corpus—0
DGT-TM: A freely Available Translation Memory in 22 Languages—0
Attention Link: An Efficient Attention-Based Low Resource Machine Translation Architecture—0
Diagnosing Causes of Reading Difficulty using Bayesian Networks—0
Dialectal and Low-Resource Machine Translation for Aromanian—0
Dialectal Arabic to English Machine Translation: Pivoting through Modern Standard Arabic—0
Dialog-based Language Learning—0
Dialog-based Language Learning—0
Dialog Generation Using Multi-Turn Reasoning Neural Networks—0
Dialogue Act Classification in Domain-Independent Conversations Using a Deep Recurrent Neural Network—0
Dialogue Act Segmentation for Vietnamese Human-Human Conversational Texts—0
DialUp! Modeling the Language Continuum by Adapting Models to Dialects and Dialects to Models—0
Analysing ParCor and its Translations by State-of-the-art SMT Systems—0
Basque and Spanish Counter Narrative Generation: Data Creation and Evaluation—0
DICTDIS: Dictionary Constrained Disambiguation for Improved NMT—0
Improving Word Embedding Factorization for Compression Using Distilled Nonlinear Neural Decomposition—0
Show:102550
← PrevPage 57 of 216Next →
All datasetsWMT2014 English-GermanWMT2014 English-FrenchIWSLT2014 German-EnglishACESWMT2016 English-RomanianWMT2016 Romanian-EnglishWMT2014 German-EnglishIWSLT2015 German-EnglishWMT2016 English-GermanIWSLT2015 English-VietnameseIWSLT2015 English-GermanWMT2016 German-English

Benchmark Results

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