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 3051–3100 of 10752 papers

TitleStatusHype
Boosting Cross-Language Retrieval by Learning Bilingual Phrase Associations from Relevance Rankings—0
A Novel Approach for Handling Unknown Word Problem in Chinese-Vietnamese Machine Translation—0
Action Classification and Highlighting in Videos—0
Book Review: Syntax-Based Statistical Machine Translation by Philip Williams, Rico Sennrich, Matt Post and Philipp Koehn—0
Book Reviews: Semi-Supervised Learning and Domain Adaptation in Natural Language Processing by Anders S—0
Anou Tradir: Experiences In Building Statistical Machine Translation Systems For Mauritian Languages -- Creole, English, French—0
Book Review: Bitext Alignment by J\"org Tiedemann—0
Book Review: Bayesian Analysis in Natural Language Processing by Shay Cohen—0
An Optimal Quadratic Approach to Monolingual Paraphrase Alignment—0
A global AI community requires language-diverse publishing—0
Blur the Linguistic Boundary: Interpreting Chinese Buddhist Sutra in English via Neural Machine Translation—0
BlonDe: An Automatic Evaluation Metric for Document-level Machine Translation—0
Aggregation methods for efficient collocation detection—0
A Cross-lingual Messenger with Keyword Searchable Phrases for the Travel Domain—0
A Case Study Towards Turkish Paraphrase Alignment—0
Block-Sparse Recurrent Neural Networks—0
An Open Web Platform for Rule-Based Speech-to-Sign Translation—0
BLISS: Robust Sequence-to-Sequence Learning via Self-Supervised Input Representation—0
An open source part-of-speech tagger for Norwegian: Building on existing language resources—0
BLEU Neighbors: A Reference-less Approach to Automatic Evaluation—0
BLEU, METEOR, BERTScore: Evaluation of Metrics Performance in Assessing Critical Translation Errors in Sentiment-oriented Text—0
An Open-source Framework for Multi-level Semantic Similarity Measurement—0
Agent and User-Generated Content and its Impact on Customer Support MT—0
ACRoBat: Optimizing Auto-batching of Dynamic Deep Learning at Compile Time—0
BLEU Evaluation of Machine-Translated English-Croatian Legislation—0
An open diachronic corpus of historical Spanish: annotation criteria and automatic modernisation of spelling—0
bleu2vec: the Painfully Familiar Metric on Continuous Vector Space Steroids—0
BLens: Contrastive Captioning of Binary Functions using Ensemble Embedding—0
Agent AI with LangGraph: A Modular Framework for Enhancing Machine Translation Using Large Language Models—0
Blending LLMs into Cascaded Speech Translation: KIT's Offline Speech Translation System for IWSLT 2024—0
Blend: a Novel Combined MT Metric Based on Direct Assessment --- CASICT-DCU submission to WMT17 Metrics Task—0
Black Box Features for the WMT 2012 Quality Estimation Shared Task—0
Annotation of a Large Clinical Entity Corpus—0
A Generic Framework for Multiword Expressions Treatment: from Acquisition to Applications—0
A CRF Sequence Labeling Approach to Chinese Punctuation Prediction—0
A Case Study on the Importance of Named Entities in a Machine Translation Pipeline for Customer Support Content—0
A3-108 Machine Translation System for Similar Language Translation Shared Task 2021—0
Black-box Adversarial Sample Generation Based on Differential Evolution—0
BiVert: Bidirectional Vocabulary Evaluation using Relations for Machine Translation—0
Annotation for annotation - Toward eliciting implicit linguistic knowledge through annotation - (Project Note)—0
BIT's system for the AutoSimTrans 2020—0
BiTIIMT: A Bilingual Text-infilling Method for Interactive Machine Translation—0
Annotation and Extraction of Multiword Expressions in Turkish Treebanks—0
A Generative Model for Extracting Parallel Fragments from Comparable Documents—0
Bitextor's participation in WMT'16: shared task on document alignment—0
BitextEdit: Automatic Bitext Editing for Improved Low-Resource Machine Translation—0
Annotation and Classification of Light Verbs and Light Verb Variations in Mandarin Chinese—0
Bi-Text Alignment of Movie Subtitles for Spoken English-Arabic Statistical Machine Translation—0
BIT at SemEval-2017 Task 1: Using Semantic Information Space to Evaluate Semantic Textual Similarity—0
Annotating dropped pronouns in Chinese newswire text—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