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 14511500 of 10752 papers

TitleStatusHype
Improving Autoregressive NLP Tasks via Modular Linearized Attention0
A Comprehensive Evaluation of Neural SPARQL Query Generation from Natural Language Questions0
Neural Machine Translation For Low Resource LanguagesCode0
TransDocs: Optical Character Recognition with word to word translationCode0
Just Tell Me: Prompt Engineering in Business Process Management0
Angler: Helping Machine Translation Practitioners Prioritize Model ImprovementsCode1
Learning Homographic Disambiguation Representation for Neural Machine Translation0
DISTO: Evaluating Textual Distractors for Multi-Choice Questions using Negative Sampling based Approach0
Multilingual Machine Translation with Large Language Models: Empirical Results and AnalysisCode1
RISC: Generating Realistic Synthetic Bilingual Insurance ContractCode0
Decoder-Only or Encoder-Decoder? Interpreting Language Model as a Regularized Encoder-Decoder0
Document-Level Machine Translation with Large Language ModelsCode1
How to Design Translation Prompts for ChatGPT: An Empirical StudyCode5
ParroT: Translating during Chat using Large Language Models tuned with Human Translation and FeedbackCode1
A Simple and Effective Method of Cross-Lingual Plagiarism Detection0
PEACH: Pre-Training Sequence-to-Sequence Multilingual Models for Translation with Semi-Supervised Pseudo-Parallel Document GenerationCode0
LAHM : Large Annotated Dataset for Multi-Domain and Multilingual Hate Speech Identification0
Semi-supervised Neural Machine Translation with Consistency Regularization for Low-Resource Languages0
Exploiting Multilingualism in Low-resource Neural Machine Translation via Adversarial Learning0
KÚ <MASK>: Integrating Yorùbá cultural greetings into machine translation0
Self-Supervised Multimodal Learning: A SurveyCode2
Selective Knowledge Distillation for Non-Autoregressive Neural Machine Translation0
Reference-less Analysis of Context Specificity in Translation with Personalised Language ModelsCode0
Comparative Analysis of CHATGPT and the evolution of language models0
Sejarah dan Perkembangan Teknik Natural Language Processing (NLP) Bahasa Indonesia: Tinjauan tentang sejarah, perkembangan teknologi, dan aplikasi NLP dalam bahasa Indonesia0
Hallucinations in Large Multilingual Translation ModelsCode1
Linguistically Informed ChatGPT Prompts to Enhance Japanese-Chinese Machine Translation: A Case Study on Attributive Clauses0
Bilex Rx: Lexical Data Augmentation for Massively Multilingual Machine Translation0
Error Analysis Prompting Enables Human-Like Translation Evaluation in Large Language ModelsCode1
Towards Making the Most of ChatGPT for Machine TranslationCode1
Return of the RNN: Residual Recurrent Networks for Invertible Sentence Embeddings0
Selective Data Augmentation for Robust Speech Translation0
Unlocking Layer-wise Relevance Propagation for Autoencoders0
LEAPT: Learning Adaptive Prefix-to-prefix Translation For Simultaneous Machine Translation0
Towards Reliable Neural Machine Translation with Consistency-Aware Meta-Learning0
PanGu-Σ: Towards Trillion Parameter Language Model with Sparse Heterogeneous Computing0
Translate your gibberish: black-box adversarial attack on machine translation systemsCode0
RenewNAT: Renewing Potential Translation for Non-Autoregressive Transformer0
AMOM: Adaptive Masking over Masking for Conditional Masked Language ModelCode0
Fuzzy Alignments in Directed Acyclic Graph for Non-Autoregressive Machine TranslationCode1
Stabilizing Transformer Training by Preventing Attention Entropy CollapseCode2
ZeroNLG: Aligning and Autoencoding Domains for Zero-Shot Multimodal and Multilingual Natural Language GenerationCode1
An Overview on Language Models: Recent Developments and Outlook0
Towards MoE Deployment: Mitigating Inefficiencies in Mixture-of-Expert (MoE) Inference0
MixSpeech: Cross-Modality Self-Learning with Audio-Visual Stream Mixup for Visual Speech Translation and RecognitionCode1
Exploring the Feasibility of ChatGPT for Event Extraction0
Preparing the Vuk'uzenzele and ZA-gov-multilingual South African multilingual corporaCode0
GATE: A Challenge Set for Gender-Ambiguous Translation ExamplesCode0
OpenICL: An Open-Source Framework for In-context LearningCode2
Investigating the Translation Performance of a Large Multilingual Language Model: the Case of BLOOMCode1
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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