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 16511700 of 10752 papers

TitleStatusHype
BPE vs. Morphological Segmentation: A Case Study on Machine Translation of Four Polysynthetic Languages0
An Overview on Machine Translation Evaluation0
Brahmi-Net: A transliteration and script conversion system for languages of the Indian subcontinent0
Brain-inspired sparse training enables Transformers and LLMs to perform as fully connected0
BrainSlug: Transparent Acceleration of Deep Learning Through Depth-First Parallelism0
Breaking Bad: Extraction of Verb-Particle Constructions from a Parallel Subtitles Corpus0
Breaking Down Multilingual Machine Translation0
Breaking Down Multilingual Machine Translation0
Breaking (Global) Barriers in Parallel Stochastic Optimization with Wait-Avoiding Group Averaging0
Breaking the Beam Search Curse: A Study of (Re-)Scoring Methods and Stopping Criteria for Neural Machine Translation0
Breaking the Corpus Bottleneck for Context-Aware Neural Machine Translation with Cross-Task Pre-training0
Breaking the Data Barrier: Towards Robust Speech Translation via Adversarial Stability Training0
CCPrefix: Counterfactual Contrastive Prefix-Tuning for Many-Class Classification0
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
Breeding Machine Translations: Evolutionary approach to survive and thrive in the world of automated evaluation0
Bridging Dialects: Translating Standard Bangla to Regional Variants Using Neural Models0
Bridging Graph Position Encodings for Transformers with Weighted Graph-Walking Automata0
A GUI to Detect and Correct Errors in Hindi Dependency Treebank0
Bridging Neural Machine Translation and Bilingual Dictionaries0
Bridging Philippine Languages With Multilingual Neural Machine Translation0
Challenges in Adaptive Neural Machine Translation0
Character-level Transformer-based Neural Machine Translation0
Bridging the Domain Gap for Stance Detection for the Zulu language0
Balancing Innovation and Privacy: Data Security Strategies in Natural Language Processing Applications0
Balancing Cost and Benefit with Tied-Multi Transformers0
Bridging the gap between sign language machine translation and sign language animation using sequence classification0
An Unsupervised Ranking Model for Noun-Noun Compositionality0
Bridging the Gap between Training and Inference for Neural Machine Translation0
An Unsupervised System for Parallel Corpus Filtering0
A Hierarchical Model for Device Placement0
Bridging the Linguistic Divide: A Survey on Leveraging Large Language Models for Machine Translation0
Bringing back simplicity and lightliness into neural image captioning0
End-to-End Video Captioning0
Bring More Attention to Syntactic Symmetry for Automatic Postediting of High-Quality Machine Translations0
Broad-coverage CCG Semantic Parsing with AMR0
BSC Participation in the WMT Translation of Biomedical Abstracts0
Baidu Translate: Research and Products0
Baidu Neural Machine Translation Systems for WMT190
BTPK-based interpretable method for NER tasks based on Talmudic Public Announcement Logic0
BUAP: Evaluating Features for Multilingual and Cross-Level Semantic Textual Similarity0
BUCC2017: A Hybrid Approach for Identifying Parallel Sentences in Comparable Corpora0
BUCC 2017 Shared Task: a First Attempt Toward a Deep Learning Framework for Identifying Parallel Sentences in Comparable Corpora0
BUCEADOR, a multi-language search engine for digital libraries0
Bucking the Trend: Large-Scale Cost-Focused Active Learning for Statistical Machine Translation0
An End-to-end Approach to Learning Semantic Frames with Feedforward Neural Network0
Adversarial reconstruction for Multi-modal Machine Translation0
Building a Better Bitext for Structurally Different Languages through Self-training0
Building A Case-based Semantic English-Chinese Parallel Treebank0
Building a Corpus for Corporate Websites Machine Translation Evaluation. A Step by Step Methodological Approach0
Bag-of-Words Forced Decoding for Cross-Lingual Information Retrieval0
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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