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 89519000 of 10752 papers

TitleStatusHype
CASMACAT: A Computer-assisted Translation Workbench0
CATaLog: New Approaches to TM and Post Editing Interfaces0
CATaLog Online: A Web-based CAT Tool for Distributed Translation with Data Capture for APE and Translation Process Research0
CATaLog Online: Porting a Post-editing Tool to the Web0
Categorizing Semantic Representations for Neural Machine Translation0
CATER: Leveraging LLM to Pioneer a Multidimensional, Reference-Independent Paradigm in Translation Quality Evaluation0
Causal Transformers: Improving the Robustness on Spurious Correlations0
Causes and Cures for Interference in Multilingual Translation0
caWaC -- A web corpus of Catalan and its application to language modeling and machine translation0
CBSiMT: Mitigating Hallucination in Simultaneous Machine Translation with Weighted Prefix-to-Prefix Training0
CCG Syntactic Reordering Models for Phrase-based Machine Translation0
CCPrefix: Counterfactual Contrastive Prefix-Tuning for Many-Class Classification0
CDA: a Cost Efficient Content-based Multilingual Web Document Aligner0
CEF Data Marketplace: Powering a Long-term Supply of Language Data0
Cell-aware Stacked LSTMs for Modeling Sentences0
层次化结构全局上下文增强的篇章级神经机器翻译(Hierarchical Global Context Augmented Document-level Neural Machine Translation)0
cEnTam: Creation and Validation of a New English-Tamil Bilingual Corpus0
Central Kurdish machine translation: First large scale parallel corpus and experiments0
Central Yup'ik and Machine Translation of Low-Resource Polysynthetic Languages0
CFT13: A resource for research into the post-editing process0
ChakmaNMT: A Low-resource Machine Translation On Chakma Language0
Challenges and Perspectives for Innu-Aimun within Indigenous Language Technologies0
Challenges and Solutions for Latin Named Entity Recognition0
Challenges in Adaptive Neural Machine Translation0
Challenges in Creating a Multilingual Sentiment Analysis Application for Social Media Mining0
Challenges in Speech Recognition and Translation of High-Value Low-Density Polysynthetic Languages0
Challenges in Translation of Emotions in Multilingual User-Generated Content: Twitter as a Case Study0
Challenges of Building Domain-Specific Parallel Corpora from Public Administration Documents0
Challenges of Computational Processing of Code-Switching0
Challenges of Neural Machine Translation for Short Texts0
Challenging Language-Dependent Segmentation for Arabic: An Application to Machine Translation and Part-of-Speech Tagging0
Character Alignment in Morphologically Complex Translation Sets for Related Languages0
Character and Subword-Based Word Representation for Neural Language Modeling Prediction0
Character-Aware Decoder for Translation into Morphologically Rich Languages0
Character-Aware Neural Networks for Arabic Named Entity Recognition for Social Media0
Character-based Decoding in Tree-to-Sequence Attention-based Neural Machine Translation0
Character-based Neural Machine Translation0
Character-based Neural Machine Translation0
Character-based Neural Machine Translation0
Character-Based Pivot Translation for Under-Resourced Languages and Domains0
Character-Cluster-Based Segmentation using Monolingual and Bilingual Information for Statistical Machine Translation0
Characterizing Departures from Linearity in Word Translation0
Character-Level Machine Translation Evaluation for Languages with Ambiguous Word Boundaries0
Character-level NMT and language similarity0
Character-level Transformer-based Neural Machine Translation0
Character-Level Translation with Self-attention0
Character Mapping and Ad-hoc Adaptation: Edinburgh's IWSLT 2020 Open Domain Translation System0
Character n-gram Embeddings to Improve RNN Language Models0
Character Sequence-to-Sequence Model with Global Attention for Universal Morphological Reinflection0
CharacTer: Translation Edit Rate on Character Level0
Show:102550
← PrevPage 180 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