Colin Clement
6 papers · 2020–2023 · 2 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
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Interdisciplinary Bridge · Silver
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Taxonomy Completionist
(21)
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Hot Topic Early Bird
📈
Trend Setter
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Research topics
Artificial Intelligence
(4)
Deep Learning
(4)
Core AI
(4)
Machine Learning
(3)
Natural Language Processing
(3)
Architectures
(3)
Generation
(3)
Computer Science
(2)
Applications · Computer Science
(2)
Foundations
(2)
Learning Types · Machine Learning
(2)
Learning Types · Deep Learning
(2)
Optimization & Theory
(2)
Application Areas
(1)
Applications · Natural Language Processing
(1)
Keywords
code generation
(3)
program translation
(2)
code summarization
(2)
language model
(2)
text generation
(1)
defect detection
(1)
code completion
(1)
program understanding
(1)
model evaluation
(1)
evaluation metric
(1)
masked language modeling
(1)
intermediate representation
(1)
software engineering
(1)
code representation
(1)
unsupervised translation
(1)
code translation
(1)
source code
(1)
code execution
(1)
neural machine translation
(1)
transformer architecture
(1)
Papers
Program Translation via Code Distillation
EMNLP 2023
SUT: Active Defects Probing for Transcompiler Models
EMNLP 2023
Execution-based Evaluation for Data Science Code Generation Models
EMNLP 2022
GraphCodeBERT: Pre-training Code Representations with Data Flow
ICLR 2021
Long-Range Modeling of Source Code Files with eWASH: Extended Window Access by Syntax Hierarchy
EMNLP 2021
PyMT5: multi-mode translation of natural language and Python code with transformers
EMNLP 2020