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 1201–1250 of 10752 papers

TitleStatusHype
Active learning for interactive machine translation—0
Ant Colony Algorithm for the Unsupervised Word Sense Disambiguation of Texts: Comparison and Evaluation—0
Answer Fast: Accelerating BERT on the Tensor Streaming Processor—0
Agree to Disagree: Analysis of Inter-Annotator Disagreements in Human Evaluation of Machine Translation Output—0
A3-108 Machine Translation System for Similar Language Translation Shared Task 2021—0
An SMT-driven Authoring Tool—0
An Overview on Machine Translation Evaluation—0
Agreement on Target-bidirectional Neural Machine Translation—0
An Overview on Language Models: Recent Developments and Outlook—0
An Overview of the SEBAMAT Project—0
Active Learning Approaches to Enhancing Neural Machine Translation—0
Accelerating Asynchronous Stochastic Gradient Descent for Neural Machine Translation—0
AX Semantics' Submission to the Surface Realization Shared Task 2018—0
An Overview of BPPT's Indonesian Language Resources—0
A Novel Word Sense Disambiguation Approach Using WordNet Knowledge Graph—0
Graphmax for Text Generation—0
A Novel Translation Framework Based on Rhetorical Structure Theory—0
A Novel Schema-Oriented Approach for Chinese New Word Identification—0
A Graphical Pronoun Analysis Tool for the PROTEST Pronoun Evaluation Test Suite—0
Active Learning and the Irish Treebank—0
A Novel Paradigm Boosting Translation Capabilities of Large Language Models—0
A Graphical Interface for MT Evaluation and Error Analysis—0
A Graph Fusion Approach to Cross-Lingual Machine Reading Comprehension—0
A Novel Chinese Dialect TTS Frontend with Non-Autoregressive Neural Machine Translation—0
Active^2 Learning: Actively reducing redundancies in Active Learning methods for Sequence Tagging and Machine Translation—0
A^3: Accelerating Attention Mechanisms in Neural Networks with Approximation—0
Inducing Constituency Trees through Neural Machine Translation—0
Aya Vision: Advancing the Frontier of Multilingual Multimodality—0
A Graph Fusion Approach for Cross-Lingual Machine Reading Comprehension—0
A Novel Approach to Dropped Pronoun Translation—0
A Word Embedding Approach to Identifying Verb-Noun Idiomatic Combinations—0
A Novel Approach for Handling Unknown Word Problem in Chinese-Vietnamese Machine Translation—0
Action Classification and Highlighting in Videos—0
A Word-Embedding-based Sense Index for Regular Polysemy Representation—0
Anou Tradir: Experiences In Building Statistical Machine Translation Systems For Mauritian Languages -- Creole, English, French—0
An Optimal Quadratic Approach to Monolingual Paraphrase Alignment—0
A global AI community requires language-diverse publishing—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
A Word Labeling Approach to Thai Sentence Boundary Detection and POS Tagging—0
An Open Web Platform for Rule-Based Speech-to-Sign Translation—0
An open source part-of-speech tagger for Norwegian: Building on existing language resources—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
An open diachronic corpus of historical Spanish: annotation criteria and automatic modernisation of spelling—0
Agent AI with LangGraph: A Modular Framework for Enhancing Machine Translation Using Large Language Models—0
A CRF Sequence Labeling Approach to Chinese Punctuation Prediction—0
Annotation of a Large Clinical Entity Corpus—0
Show:102550
← PrevPage 25 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