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 19011950 of 10752 papers

TitleStatusHype
Chinese in the Grammatical Framework: Grammar, Translation, and Other Applications Anonymous0
Chinese--Japanese Parallel Sentence Extraction from Quasi--Comparable Corpora0
An empirical study on the effectiveness of images in Multimodal Neural Machine Translation0
Chinese-Japanese Unsupervised Neural Machine Translation Using Sub-character Level Information0
Chinese-Portuguese Machine Translation: A Study on Building Parallel Corpora from Comparable Texts0
Chinese Semantic Role Labeling using High-quality Syntactic Knowledge0
Chinese Song Iambics Generation with Neural Attention-based Model0
Chinese Spelling Check based on Neural Machine Translation0
Chinese Spelling Checker Based on Statistical Machine Translation0
機器翻譯為本的中文拼字改錯系統 (Chinese Spelling Checker Based on Statistical Machine Translation)0
Chinese-to-Japanese Patent Machine Translation based on Syntactic Pre-ordering forWAT 20150
Chinese-to-Japanese Patent Machine Translation based on Syntactic Pre-ordering for WAT 20160
Chinese-to-Spanish rule-based machine translation system0
Chinese Whispers: Cooperative Paraphrase Acquisition0
Chinese Word Segmentation based on analogy and majority voting0
CHISPA on the GO: A mobile Chinese-Spanish translation service for travellers in trouble0
Choose the Final Translation from NMT and LLM hypotheses Using MBR Decoding: HW-TSC's Submission to the WMT24 General MT Shared Task0
Alibaba's Neural Machine Translation Systems for WMT180
Back-Translation-Style Data Augmentation for End-to-End ASR0
Back-Translation Sampling by Targeting Difficult Words in Neural Machine Translation0
An Empirical study of Unsupervised Neural Machine Translation: analyzing NMT output, model's behavior and sentences' contribution0
chrF: character n-gram F-score for automatic MT evaluation0
Adversarial Grammatical Error Correction0
chrF++: words helping character n-grams0
Backtranslation in Neural Morphological Inflection0
Chunk-based Decoder for Neural Machine Translation0
Alibaba Submission to the WMT18 Parallel Corpus Filtering Task0
Churn Identification in Microblogs using Convolutional Neural Networks with Structured Logical Knowledge0
CimS -- The CIS and IMS joint submission to WMT 2014 translating from English into German0
CimS - The CIS and IMS Joint Submission to WMT 2015 addressing morphological and syntactic differences in English to German SMT0
Adversarial Evaluation of Multimodal Machine Translation0
CKY-based Convolutional Attention for Neural Machine Translation0
A Context-Aware Topic Model for Statistical Machine Translation0
CL2CM: Improving Cross-Lingual Cross-Modal Retrieval via Cross-Lingual Knowledge Transfer0
CLaC-CORE: Exhaustive Feature Combination for Measuring Textual Similarity0
Clarify When Necessary: Resolving Ambiguity Through Interaction with LMs0
Class-Based Language Modeling for Translating into Morphologically Rich Languages0
Class error rates for evaluation of machine translation output0
Classical Structured Prediction Losses for Sequence to Sequence Learning0
Classification-based Quality Estimation: Small and Efficient Models for Real-world Applications0
Classification-based RNN machine translation using GRUs0
A Review of Discourse-level Machine Translation0
Classifier-Based Tense Model for SMT0
Classifier-Based Text Simplification for Improved Machine Translation0
Classifying informative and imaginative prose using complex networks0
Clause Boundary Identification for Malayalam Using CRF0
CLCM - A Linguistic Resource for Effective Simplification of Instructions in the Crisis Management Domain and its Evaluations0
CLEAR -- Simple Corpus for Medical French0
CLex: A Lexicon for Exploring Color, Concept and Emotion Associations in Language0
Abu-MaTran: Automatic building of Machine Translation0
Show:102550
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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
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