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

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Showing 8151–8200 of 10752 papers

TitleStatusHype
An inclusive review on deep learning techniques and their scope in handwriting recognition—0
An Incomplete Loop: Deductive, Inductive, and Abductive Learning in Large Language Models—0
An In-Context and Collaborative Software Localisation Model—0
An Incremental Algorithm for Transition-based CCG Parsing—0
An In-depth Walkthrough on Evolution of Neural Machine Translation—0
An Infinite Hierarchical Bayesian Model of Phrasal Translation—0
An Initial Test Collection for Ranked Retrieval of SMS Conversations—0
An Interactive Machine Translation Framework for Modernizing Historical Documents—0
An Interactive Web-Interface for Visualizing the Inner Workings of the Question Answering LSTM—0
An Intrinsic Nearest Neighbor Analysis of Neural Machine Translation Architectures—0
An Introductory Survey on Attention Mechanisms in NLP Problems—0
An Investigation of Machine Translation Evaluation Metrics in Cross-lingual Question Answering—0
An Investigation of the Sampling-Based Alignment Method and Its Contributions—0
An Investigation of Warning Erroneous Chat Translations in Cross-lingual Communication—0
An Investigative Study of Multi-Modal Cross-Lingual Retrieval—0
An Iterative Approach for Mining Parallel Sentences in a Comparable Corpus—0
An Iterative Link-based Method for Parallel Web Page Mining—0
An LSTM-CRF Based Approach to Token-Level Metaphor Detection—0
An MT Error-Driven Discriminative Word Lexicon using Sentence Structure Features—0
Annotate and Identify Modalities, Speech Acts and Finer-Grained Event Types in Chinese Text—0
Annotated Corpora for Word Alignment between Japanese and English and its Evaluation with MAP-based Word Aligner—0
Annotating Chinese Light Verb Constructions according to PARSEME guidelines—0
Annotating Coordination in the Penn Treebank—0
Annotating dropped pronouns in Chinese newswire text—0
Annotation and Classification of Light Verbs and Light Verb Variations in Mandarin Chinese—0
Annotation and Extraction of Multiword Expressions in Turkish Treebanks—0
Annotation for annotation - Toward eliciting implicit linguistic knowledge through annotation - (Project Note)—0
Annotation of a Large Clinical Entity Corpus—0
An open diachronic corpus of historical Spanish: annotation criteria and automatic modernisation of spelling—0
An Open-source Framework for Multi-level Semantic Similarity Measurement—0
An open source part-of-speech tagger for Norwegian: Building on existing language resources—0
An Open Web Platform for Rule-Based Speech-to-Sign Translation—0
An Optimal Quadratic Approach to Monolingual Paraphrase Alignment—0
Anou Tradir: Experiences In Building Statistical Machine Translation Systems For Mauritian Languages -- Creole, English, French—0
A Novel Approach for Handling Unknown Word Problem in Chinese-Vietnamese Machine Translation—0
A Novel Approach to Dropped Pronoun Translation—0
A Novel Chinese Dialect TTS Frontend with Non-Autoregressive Neural Machine Translation—0
A Novel Paradigm Boosting Translation Capabilities of Large Language Models—0
A Novel Schema-Oriented Approach for Chinese New Word Identification—0
A Novel Translation Framework Based on Rhetorical Structure Theory—0
A Novel Word Sense Disambiguation Approach Using WordNet Knowledge Graph—0
An Overview of BPPT's Indonesian Language Resources—0
An Overview of the SEBAMAT Project—0
An Overview on Language Models: Recent Developments and Outlook—0
An Overview on Machine Translation Evaluation—0
An SMT-driven Authoring Tool—0
Answer Fast: Accelerating BERT on the Tensor Streaming Processor—0
Ant Colony Algorithm for the Unsupervised Word Sense Disambiguation of Texts: Comparison and Evaluation—0
Anticipating Future with Large Language Model for Simultaneous Machine Translation—0
An Unsupervised Method for Automatic Translation Memory Cleaning—0
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All datasetsWMT2014 English-GermanWMT2014 English-FrenchIWSLT2014 German-EnglishACESWMT2016 English-RomanianWMT2016 Romanian-EnglishWMT2014 German-EnglishIWSLT2015 German-EnglishWMT2016 English-GermanIWSLT2015 English-VietnameseIWSLT2015 English-GermanWMT2016 German-English

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Transformer Cycle (Rev)BLEU score35.14—Unverified
2Noisy back-translationBLEU score35—Unverified
3Transformer+Rep(Uni)BLEU score33.89—Unverified
4T5-11BBLEU score32.1—Unverified
5BiBERTBLEU score31.26—Unverified
6Transformer + R-DropBLEU score30.91—Unverified
7Bi-SimCutBLEU score30.78—Unverified
8BERT-fused NMTBLEU score30.75—Unverified
9Data Diversification - TransformerBLEU score30.7—Unverified
10SimCutBLEU score30.56—Unverified
#ModelMetricClaimedVerifiedStatus
1Transformer+BT (ADMIN init)BLEU score46.4—Unverified
2Noisy back-translationBLEU score45.6—Unverified
3mRASP+Fine-TuneBLEU score44.3—Unverified
4Transformer + R-DropBLEU score43.95—Unverified
5Transformer (ADMIN init)BLEU score43.8—Unverified
6AdminBLEU score43.8—Unverified
7BERT-fused NMTBLEU score43.78—Unverified
8MUSE(Paralllel Multi-scale Attention)BLEU score43.5—Unverified
9T5BLEU score43.4—Unverified
10Local Joint Self-attentionBLEU score43.3—Unverified
#ModelMetricClaimedVerifiedStatus
1PiNMTBLEU score40.43—Unverified
2BiBERTBLEU score38.61—Unverified
3Bi-SimCutBLEU score38.37—Unverified
4Cutoff + Relaxed Attention + LMBLEU score37.96—Unverified
5DRDABLEU score37.95—Unverified
6Transformer + R-Drop + CutoffBLEU score37.9—Unverified
7SimCutBLEU score37.81—Unverified
8Cutoff+KneeBLEU score37.78—Unverified
9CutoffBLEU score37.6—Unverified
10CipherDAugBLEU score37.53—Unverified
#ModelMetricClaimedVerifiedStatus
1HWTSC-Teacher-SimScore19.97—Unverified
2MS-COMET-22Score19.89—Unverified
3MS-COMET-QE-22Score19.76—Unverified
4KG-BERTScoreScore17.28—Unverified
5metricx_xl_DA_2019Score17.17—Unverified
6COMET-QEScore16.8—Unverified
7COMET-22Score16.31—Unverified
8UniTE-srcScore15.68—Unverified
9UniTE-refScore15.38—Unverified
10metricx_xxl_DA_2019Score15.24—Unverified