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 851–900 of 10752 papers

TitleStatusHype
Songs Across Borders: Singable and Controllable Neural Lyric TranslationCode1
SOTASTREAM: A Streaming Approach to Machine Translation TrainingCode1
A Linear Baseline Classifier for Cross-Lingual Pronoun Prediction—0
Adaptive Knowledge Sharing in Multi-Task Learning: Improving Low-Resource Neural Machine Translation—0
A Character-Aware Encoder for Neural Machine Translation—0
Alignment of Eye Movements and Spoken Language for Semantic Image Understanding—0
Alignment-free Cross-lingual Semantic Role Labeling—0
Adaptive HTER Estimation for Document-Specific MT Post-Editing—0
A Beam-Search Decoder for Disfluency Detection—0
Alignment-based sense selection in METEOR and the RATATOUILLE recipe—0
Alignment-based reordering for SMT—0
Adaptive Few-shot Prompting for Machine Translation with Pre-trained Language Models—0
Alignment-Based Neural Machine Translation—0
Align Me: A framework to generate Parallel Corpus Using OCRs and Bilingual Dictionaries—0
Adaptive Clustering for Coreference Resolution with Deterministic Rules and Web-Based Language Models—0
A Challenge Set for French --> English Machine Translation—0
A Smorgasbord of Features to Combine Phrase-Based and Neural Machine Translation—0
A Challenge Set for Advancing Language Modeling—0
Aligning Subtitles in Sign Language Videos—0
ABC: Attention with Bounded-memory Control—0
Aligning Sentences from Standard Wikipedia to Simple Wikipedia—0
Aligning Pre-trained Models for Spoken Language Translation—0
Adapting VerbNet to French using existing resources—0
Development of Deep Learning Based Natural Language Processing Model for Turkish—0
Aligning Predicate-Argument Structures for Paraphrase Fragment Extraction—0
Aligning Neural Machine Translation Models: Human Feedback in Training and Inference—0
Adapting Translation Models to Translationese Improves SMT—0
Aligning English Strings with Abstract Meaning Representation Graphs—0
Aligning context-based statistical models of language with brain activity during reading—0
Adapting Topic Models using Lexical Associations with Tree Priors—0
A Challenge Set Approach to Evaluating Machine Translation—0
A Snapshot into the Possibility of Video Game Machine Translation—0
Aligning Chinese-English Parallel Parse Trees: Is it Feasible?—0
Aligning Bilingual Literary Works: a Pilot Study—0
Alignement sous-phrastique hi\'erarchique avec Anymalign (Hierarchical Sub-Sentential Alignment with Anymalign) [in French]—0
Ask Language Model to Clean Your Noisy Translation Data—0
Adapting Phrase-based Machine Translation to Normalise Medical Terms in Social Media Messages—0
AligNART: Non-autoregressive Neural Machine Translation by Jointly Learning to Estimate Alignment and Translate—0
ACCURAT Toolkit for Multi-Level Alignment and Information Extraction from Comparable Corpora—0
A Lightweight Terminology Verification Service for External Machine Translation Engines—0
A Light Weight Stemmer in Kokborok—0
A singular Riemannian geometry approach to Deep Neural Networks I. Theoretical foundations—0
AskQE: Question Answering as Automatic Evaluation for Machine Translation—0
A Lightweight and High Performance Monolingual Word Aligner—0
A light way to collect comparable corpora from the Web—0
Adapting Neural Single-Document Summarization Model for Abstractive Multi-Document Summarization: A Pilot Study—0
A Light Sliding-Window Part-of-Speech Tagger for the Apertium Free/Open-Source Machine Translation Platform—0
Alien Coding—0
Adapting Neural Machine Translation with Parallel Synthetic Data—0
Accurate Word Representations with Universal Visual Guidance—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