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 201250 of 10752 papers

TitleStatusHype
Compositional Language Continual LearningCode1
Compositional Morphology for Word Representations and Language ModellingCode1
ConsistTL: Modeling Consistency in Transfer Learning for Low-Resource Neural Machine TranslationCode1
Automatic Post-Editing for VietnameseCode1
Context-Dependent Word Representation for Neural Machine TranslationCode1
Context-Informed Machine Translation of Manga using Multimodal Large Language ModelsCode1
Accelerating Inference in Large Language Models with a Unified Layer Skipping StrategyCode1
Babel-ImageNet: Massively Multilingual Evaluation of Vision-and-Language RepresentationsCode1
Controlled Text Generation as Continuous Optimization with Multiple ConstraintsCode1
Controlling Styles in Neural Machine Translation with Activation PromptCode1
A Call for Clarity in Beam Search: How It Works and When It StopsCode1
Counterfactual Data Augmentation for Neural Machine TranslationCode1
CoVoST 2 and Massively Multilingual Speech-to-Text TranslationCode1
CreoleVal: Multilingual Multitask Benchmarks for CreolesCode1
Adafactor: Adaptive Learning Rates with Sublinear Memory CostCode1
BPE-Dropout: Simple and Effective Subword RegularizationCode1
Bifixer and Bicleaner: two open-source tools to clean your parallel dataCode1
Cross-lingual Visual Pre-training for Multimodal Machine TranslationCode1
CycleGT: Unsupervised Graph-to-Text and Text-to-Graph Generation via Cycle TrainingCode1
Picard understanding Darmok: A Dataset and Model for Metaphor-Rich Translation in a Constructed LanguageCode1
Addressing Some Limitations of Transformers with Feedback MemoryCode1
Data Diversification: A Simple Strategy For Neural Machine TranslationCode1
Rethinking Document-level Neural Machine TranslationCode1
Attention-Based Models for Speech RecognitionCode1
DeLighT: Deep and Light-weight TransformerCode1
Attention is Not Only a Weight: Analyzing Transformers with Vector NormsCode1
EvoMoE: An Evolutional Mixture-of-Experts Training Framework via Dense-To-Sparse GateCode1
Designing the Business Conversation CorpusCode1
Differentiable Subset Pruning of Transformer HeadsCode1
Empowering Diffusion Models on the Embedding Space for Text GenerationCode1
DiscoScore: Evaluating Text Generation with BERT and Discourse CoherenceCode1
Discourse Centric Evaluation of Machine Translation with a Densely Annotated Parallel CorpusCode1
Distill the Image to Nowhere: Inversion Knowledge Distillation for Multimodal Machine TranslationCode1
Distributed LLMs and Multimodal Large Language Models: A Survey on Advances, Challenges, and Future DirectionsCode1
Divide and Rule: Effective Pre-Training for Context-Aware Multi-Encoder Translation ModelsCode1
Do Context-Aware Translation Models Pay the Right Attention?Code1
Document-aligned Japanese-English Conversation Parallel CorpusCode1
Document-Level Machine Translation with Large Language ModelsCode1
A Tensorized Transformer for Language ModelingCode1
A Template-based Method for Constrained Neural Machine TranslationCode1
Dynamic Context-guided Capsule Network for Multimodal Machine TranslationCode1
Dynamic Programming Encoding for Subword Segmentation in Neural Machine TranslationCode1
LogicAsker: Evaluating and Improving the Logical Reasoning Ability of Large Language ModelsCode1
EDITOR: an Edit-Based Transformer with Repositioning for Neural Machine Translation with Soft Lexical ConstraintsCode1
ACES: Translation Accuracy Challenge Sets for Evaluating Machine Translation MetricsCode1
Effective Approaches to Attention-based Neural Machine TranslationCode1
ATR4S: Toolkit with State-of-the-art Automatic Terms Recognition Methods in ScalaCode1
Embarrassingly Easy Document-Level MT Metrics: How to Convert Any Pretrained Metric Into a Document-Level MetricCode1
Attentive Sequence-to-Sequence Learning for Diacritic Restoration of Yorùbá Language TextCode1
A Survey on Non-Autoregressive Generation for Neural Machine Translation and BeyondCode1
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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
5AdminBLEU score43.8Unverified
6Transformer (ADMIN init)BLEU 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