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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 4351–4400 of 10752 papers

TitleStatusHype
Human Effort and Machine Learnability in Computer Aided Translation—0
Constrained Semantic Forests for Improved Discriminative Semantic Parsing—0
hauWE: Hausa Words Embedding for Natural Language Processing—0
A Study on Divergence in Malayalam and Tamil Language in Machine Translation Perceptive—0
American Sign Language to Text Translation using Transformer and Seq2Seq with LSTM—0
Hausa Visual Genome: A Dataset for Multi-Modal English to Hausa Machine Translation—0
HausaNLP: Current Status, Challenges and Future Directions for Hausa Natural Language Processing—0
Constrained Grammatical Error Correction using Statistical Machine Translation—0
HausaNLP at SemEval-2025 Task 2: Entity-Aware Fine-tuning vs. Prompt Engineering in Entity-Aware Machine Translation—0
Constrained Decoding for Technical Term Retention in English-Hindi MT—0
A Study on Bootstrapping Bilingual Vector Spaces from Non-Parallel Data (and Nothing Else)—0
Huawei’s Submissions to the WMT20 Biomedical Translation Task—0
HausaMT v1.0: Towards English-Hausa Neural Machine Translation—0
Constrained Regeneration for Cross-Lingual Query-Focused Extractive Summarization—0
HCCL at SemEval-2017 Task 2: Combining Multilingual Word Embeddings and Transliteration Model for Semantic Similarity—0
HCTI at SemEval-2017 Task 1: Use convolutional neural network to evaluate Semantic Textual Similarity—0
HDU: Cross-lingual Textual Entailment with SMT Features—0
Head-Driven Hierarchical Phrase-based Translation—0
Head Finalization Reordering for Chinese-to-Japanese Machine Translation—0
Heloise --- An Ariane-G5 Compatible Rnvironment for Developing Expert MT Systems Online—0
Heloise --- A Reengineering of Ariane-G5 SLLPs for Application to -languages—0
Constraint Translation Candidates: A Bridge between Neural Query Translation and Cross-lingual Information Retrieval—0
HENRY-CORE: Domain Adaptation and Stacking for Text Similarity—0
QET: Enhancing Quantized LLM Parameters and KV cache Compression through Element Substitution and Residual Clustering—0
Constructing a Chinese---Japanese Parallel Corpus from Wikipedia—0
Heterogeneous Encoders Scaling In The Transformer For Neural Machine Translation—0
Heterogeneous Graph Transformer for Graph-to-Sequence Learning—0
Heterogeneous Recycle Generation for Chinese Grammatical Error Correction—0
A Study of Word-Classing for MT Reordering—0
Heuristic Cube Pruning in Linear Time—0
HEVAL: Yet Another Human Evaluation Metric—0
HFST-SweNER --- A New NER Resource for Swedish—0
A Study of the Effectiveness of Suffixes for Chinese Word Segmentation—0
A Measure of the System Dependence of Automated Metrics—0
Adaptor Grammars for Learning Non-Concatenative Morphology—0
Hidden Markov Tree Model for Word Alignment—0
Hie-BART: Document Summarization with Hierarchical BART—0
Hierarchical Attention Transformer Architecture For Syntactic Spell Correction—0
Constructing Parallel Corpora for Six Indian Languages via Crowdsourcing—0
Hierarchical Back-off Modeling of Hiero Grammar based on Non-parametric Bayesian Model—0
Hierarchical Bayesian Language Modelling for the Linguistically Informed—0
Hierarchical Chunk-to-String Translation—0
Hierarchical Convolutional Attention Networks for Text Classification—0
Hierarchical Incremental Adaptation for Statistical Machine Translation—0
Hierarchical Latent Words Language Models for Robust Modeling to Out-Of Domain Tasks—0
Hierarchical Learning for Generation with Long Source Sequences—0
Hierarchical Machine Translation With Discontinuous Phrases—0
Hierarchical Modeling of Global Context for Document-Level Neural Machine Translation—0
Hierarchical MT Training using Max-Violation Perceptron—0
Hashtag Recommendation Using End-To-End Memory Networks with Hierarchical Attention—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