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 1040110450 of 10752 papers

TitleStatusHype
Variable-length Neural Interlingua Representations for Zero-shot Neural Machine Translation0
Variable-Length Word Encodings for Neural Translation Models0
Variable Mini-Batch Sizing and Pre-Trained Embeddings0
XMU Neural Machine Translation Systems for WAT2018 Myanmar-English Translation Task0
Variational Inference and Deep Generative Models0
XNLI 2.0: Improving XNLI dataset and performance on Cross Lingual Understanding (XLU)0
Variational Neural Machine Translation with Normalizing Flows0
Variational Recurrent Neural Machine Translation0
The JHU Machine Translation Systems for WMT 20170
Variations on quantitative comparability measures and their evaluations on synthetic French-English comparable corpora0
VARTRA: A Comparable Corpus for Analysis of Translation Variation0
The JHU Machine Translation Systems for WMT 20180
The IWSLT 2021 BUT Speech Translation Systems0
VBD-MT Chinese-Vietnamese Translation Systems for VLSP 20220
Vecalign: Improved Sentence Alignment in Linear Time and Space0
Vector Representations of Idioms in Conversational Systems0
Vector Space Model for Adaptation in Statistical Machine Translation0
Vector Space Models for Phrase-based Machine Translation0
Vector-Vector-Matrix Architecture: A Novel Hardware-Aware Framework for Low-Latency Inference in NLP Applications0
The IWSLT 2018 Evaluation Campaign0
Verbframator:Semi-Automatic Verb Frame Annotator Tool with Special Reference to Marathi0
Verb sense disambiguation in Machine Translation0
Verb Temporality Analysis using Reichenbach's Tense System0
Zero-shot Speech Translation0
Verification of deep probabilistic models0
VERTa: a Linguistically-motivated Metric at the WMT15 Metrics Task0
VERTa participation in the WMT14 Metrics Task0
The IWSLT 2016 Evaluation Campaign0
Very Large-Scale Lexical Resources to Enhance Chinese and Japanese Machine Translation0
Very-large Scale Parsing and Normalization of Wiktionary Morphological Paradigms0
Very Low Resource Sentence Alignment: Luhya and Swahili0
Very Low Resource Sentence Alignment: Luhya and Swahili0
The IIIT-H Gujarati-English Machine Translation System for WMT190
ViBidirectionMT-Eval: Machine Translation for Vietnamese-Chinese and Vietnamese-Lao language pair0
The IgboAPI Dataset: Empowering Igbo Language Technologies through Multi-dialectal Enrichment0
The IWSLT 2011 Evaluation Campaign on Automatic Talk Translation0
VideoDubber: Machine Translation with Speech-Aware Length Control for Video Dubbing0
Video-guided Machine Translation with Spatial Hierarchical Attention Network0
Zero-shot translation among Indian languages0
Video Understanding as Machine Translation0
VietMix: A Naturally Occurring Vietnamese-English Code-Mixed Corpus with Iterative Augmentation for Machine Translation0
Vietnamese-English Translation with Transformer and Back Translation in VLSP 2020 Machine Translation Shared Task0
Vietnamese Text Accent Restoration with Statistical Machine Translation0
Vietnamese to Chinese Machine Translation via Chinese Character as Pivot0
Viewing Knowledge Transfer in Multilingual Machine Translation Through a Representational Lens0
The HW-TSC’s Speech to Speech Translation System for IWSLT 2022 Evaluation0
The ITU Faroese Pairs Dataset0
Vis-Eval Metric Viewer: A Visualisation Tool for Inspecting and Evaluating Metric Scores of Machine Translation Output0
The HW-TSC’s Offline Speech Translation System for IWSLT 2022 Evaluation0
The HW-TSC's Offline Speech Translation Systems for IWSLT 2021 Evaluation0
Show:102550
← PrevPage 209 of 216Next →

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