Kenneth Heafield
48 papers · 2012–2024 · 5 venues · across top CS/AI venues
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Achievements
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🗺️ Taxonomy Completionist (58) 🌍 Conference Polyglot · Silver 🏃 Academic Marathon · Half 🌉 Interdisciplinary Bridge · Silver 🐣 Hot Topic Early Bird
🏠
Conference Loyalist
(20)
🔬
Deep Specialist
(34)
👥
Mega-Team · Squad
🤝
Dynamic Duo
(16)
🌟
Keyword Trendsetter Combo
(5)
🧬
Topic Evolution
🏆
Keyword Champion
(3)
🧭
Keyword Pioneer
📈
Trend Setter
🔥
Unstoppable · Silver
❓
The Questioner
🌈
Renaissance Researcher
(6)
💎
Century Club · Bronze
🗃️
Keyword Collector
(182)
⚡
Prolific Year · Prolific
Top co-authors
Research topics
Natural Language Processing
(38)
Applications
(36)
Machine Learning
(29)
Deep Learning
(28)
Application Areas
(16)
Learning Types · Deep Learning
(14)
Optimization & Theory · Deep Learning
(13)
Architectures
(11)
Artificial Intelligence
(8)
Learning Types · Machine Learning
(8)
Core AI
(6)
Optimization & Theory · Machine Learning
(6)
Resources & Methods
(5)
Generation
(4)
Techniques
(4)
Keywords
neural machine translation
(29)
model compression
(9)
machine translation
(8)
knowledge distillation
(5)
distributed learning
(4)
transformer model
(4)
efficient inference
(4)
stochastic gradient descent
(4)
model pruning
(3)
efficient translation
(3)
latency optimization
(3)
model quantization
(3)
translation quality
(3)
teacher-student training
(3)
low-resource language
(3)
transformer architecture
(3)
throughput optimization
(3)
low-resource translation
(3)
efficient computing
(2)
neural network optimization
(2)
Papers
Code-Switched Language Identification is Harder Than You Think
EACL 2024
Document-Level Machine Translation with Large-Scale Public Parallel Corpora
ACL 2024
Monolingual or Multilingual Instruction Tuning: Which Makes a Better Alpaca
EACL 2024
An Open Dataset and Model for Language Identification
ACL 2023
Cheating to Identify Hard Problems for Neural Machine Translation
EACL 2023
Cheat Codes to Quantify Missing Source Information in Neural Machine Translation
NAACL 2022
Constrained Regeneration for Cross-Lingual Query-Focused Extractive Summarization
COLING 2022
Edinburgh’s Submission to the WMT 2022 Efficiency Task
EMNLP 2022
Exploring diversity in back translation for low-resource machine translation
NAACL 2022
Findings of the WMT 2022 Shared Task on Efficient Translation
EMNLP 2022
Efficient Machine Translation with Model Pruning and Quantization
EMNLP 2021
Findings of the 2021 Conference on Machine Translation (WMT21)
EMNLP 2021
Findings of the WMT 2021 Shared Task on Efficient Translation
EMNLP 2021
Gender bias amplification during Speed-Quality optimization in Neural Machine Translation
ACL 2021
Pruning Neural Machine Translation for Speed Using Group Lasso
EMNLP 2021
The University of Edinburgh’s English-German and English-Hausa Submissions to the WMT21 News Translation Task
EMNLP 2021
TranslateLocally: Blazing-fast translation running on the local CPU
EMNLP 2021
Compressing Neural Machine Translation Models with 4-bit Precision
ACL 2020
Edinburgh’s Submissions to the 2020 Machine Translation Efficiency Task
ACL 2020
Findings of the Fourth Workshop on Neural Generation and Translation
ACL 2020
In Neural Machine Translation, What Does Transfer Learning Transfer?
ACL 2020
Losing Heads in the Lottery: Pruning Transformer Attention in Neural Machine Translation
EMNLP 2020
ParaCrawl: Web-Scale Acquisition of Parallel Corpora
ACL 2020
Parallel Sentence Mining by Constrained Decoding
ACL 2020
Speed-optimized, Compact Student Models that Distill Knowledge from a Larger Teacher Model: the UEDIN-CUNI Submission to the WMT 2020 News Translation Task
EMNLP 2020
Combining Global Sparse Gradients with Local Gradients in Distributed Neural Network Training
EMNLP 2019
From Research to Production and Back: Ludicrously Fast Neural Machine Translation
EMNLP 2019
Incorporating Source Syntax into Transformer-Based Neural Machine Translation
ACL 2019
Making Asynchronous Stochastic Gradient Descent Work for Transformers
EMNLP 2019
Neural Grammatical Error Correction Systems with Unsupervised Pre-training on Synthetic Data
ACL 2019
Zero-Resource Neural Machine Translation with Monolingual Pivot Data
EMNLP 2019
Accelerating Asynchronous Stochastic Gradient Descent for Neural Machine Translation
EMNLP 2018
Approaching Neural Grammatical Error Correction as a Low-Resource Machine Translation Task
NAACL 2018
Fast Neural Machine Translation Implementation
ACL 2018
Findings of the WMT 2018 Shared Task on Parallel Corpus Filtering
EMNLP 2018
Marian: Cost-effective High-Quality Neural Machine Translation in C++
ACL 2018
Marian: Fast Neural Machine Translation in C++
ACL 2018
Multi-Source Syntactic Neural Machine Translation
EMNLP 2018
Neural Machine Translation Techniques for Named Entity Transliteration
ACL 2018
The University of Edinburgh’s Submissions to the WMT18 News Translation Task
EMNLP 2018
Unsupervised Source Hierarchies for Low-Resource Neural Machine Translation
ACL 2018
Sparse Communication for Distributed Gradient Descent
EMNLP 2017
Normalized Log-Linear Interpolation of Backoff Language Models is Efficient
ACL 2016
Language Identification and Modeling in Specialized Hardware
ACL 2015
Faster Phrase-Based Decoding by Refining Feature State
ACL 2014
Grouping Language Model Boundary Words to Speed K–Best Extraction from Hypergraphs
NAACL 2013
Scalable Modified Kneser-Ney Language Model Estimation
ACL 2013
Language Model Rest Costs and Space-Efficient Storage
EMNLP 2012