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

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Showing 1551–1600 of 10752 papers

TitleStatusHype
Building a Task-oriented Dialog System for Languages with no Training Data: the Case for Basque—0
An In-depth Walkthrough on Evolution of Neural Machine Translation—0
Bilingual Lexical Cohesion Trigger Model for Document-Level Machine Translation—0
Bilingual lexicon extraction for a distant language pair using a small parallel corpus—0
Bilingual Lexicon Extraction from Comparable Corpora Using Label Propagation—0
Bilingual Lexicon Extraction via Pivot Language and Word Alignment Tool—0
Bilingual Lexicon Induction by Learning to Combine Word-Level and Character-Level Representations—0
Bilingual Lexicon Induction for Low-Resource Languages using Graph Matching via Optimal Transport—0
Bilingual Lexicon Induction for Low-Resource Languages using Graph Matching via Optimal Transport—0
An Interactive Web-Interface for Visualizing the Inner Workings of the Question Answering LSTM—0
Bilingual Low-Resource Neural Machine Translation with Round-Tripping: The Case of Persian-Spanish—0
Bilingually-constrained Phrase Embeddings for Machine Translation—0
Bilingually-constrained Synthetic Data for Implicit Discourse Relation Recognition—0
Bilingual Methods for Adaptive Training Data Selection for Machine Translation—0
Bandits Don’t Follow Rules: Balancing Multi-Facet Machine Translation with Multi-Armed Bandits—0
Bilingual Sentence Alignment of a Parallel Corpus by Using English as a Pivot Language—0
Bilingual Sentiment Consistency for Statistical Machine Translation—0
An Investigation of the Sampling-Based Alignment Method and Its Contributions—0
Bilingual Structured Language Models for Statistical Machine Translation—0
Bilingual Subword Segmentation for Neural Machine Translation—0
An Investigative Study of Multi-Modal Cross-Lingual Retrieval—0
Bilingual Termbank Creation via Log-Likelihood Comparison and Phrase-Based Statistical Machine Translation—0
Bilingual Terminology Extraction from Comparable E-Commerce Corpora—0
Bilingual Word Embeddings for Phrase-Based Machine Translation—0
Bilingual Word Embeddings from Parallel and Non-parallel Corpora for Cross-Language Text Classification—0
Bilingual Word Embeddings with Bucketed CNN for Parallel Sentence Extraction—0
Bilingual Word Representations with Monolingual Quality in Mind—0
Bilingual Words and Phrase Mappings for Marathi and Hindi SMT—0
Billions of Parallel Words for Free: Building and Using the EU Bookshop Corpus—0
An MT Error-Driven Discriminative Word Lexicon using Sentence Structure Features—0
Bandits Don't Follow Rules: Balancing Multi-Facet Machine Translation with Multi-Armed Bandits—0
An end-to-end Generative Retrieval Method for Sponsored Search Engine --Decoding Efficiently into a Closed Target Domain—0
Bingo at IJCNLP-2017 Task 4: Augmenting Data using Machine Translation for Cross-linguistic Customer Feedback Classification—0
BIOS: An Algorithmically Generated Biomedical Knowledge Graph—0
Annotated Corpora for Word Alignment between Japanese and English and its Evaluation with MAP-based Word Aligner—0
An End-to-End Chinese Discourse Parser with Adaptation to Explicit and Non-explicit Relation Recognition—0
Annotating Chinese Light Verb Constructions according to PARSEME guidelines—0
Bi-SimCut: A Simple Strategy for Boosting Neural Machine Translation—0
Building a Translation Memory to Improve Machine Translation Coverage and Quality—0
BIT at SemEval-2016 Task 1: Sentence Similarity Based on Alignments and Vector with the Weight of Information Content—0
BIT at SemEval-2017 Task 1: Using Semantic Information Space to Evaluate Semantic Textual Similarity—0
Bi-Text Alignment of Movie Subtitles for Spoken English-Arabic Statistical Machine Translation—0
BitextEdit: Automatic Bitext Editing for Improved Low-Resource Machine Translation—0
Bitextor's participation in WMT'16: shared task on document alignment—0
BiTIIMT: A Bilingual Text-infilling Method for Interactive Machine Translation—0
BIT's system for the AutoSimTrans 2020—0
BiVert: Bidirectional Vocabulary Evaluation using Relations for Machine Translation—0
Black-box Adversarial Sample Generation Based on Differential Evolution—0
Building Domain-specific Corpora from the Web: the Case of European Digital Service Infrastructures—0
Building Intelligent Autonomous Navigation Agents—0
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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