Matthew Finlayson
6 papers · 2021–2024 · 3 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
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Interdisciplinary Bridge · Bronze
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Taxonomy Completionist
(20)
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Hot Topic Early Bird
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The Questioner
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Research topics
Artificial Intelligence
(5)
Machine Learning
(5)
Core AI
(4)
Natural Language Processing
(3)
Core Methods
(2)
Learning Types · Machine Learning
(2)
Optimization & Theory · Machine Learning
(2)
Deep Learning
(1)
Applications
(1)
Generation
(1)
Learning Paradigms
(1)
Learning Types · Deep Learning
(1)
Optimization & Theory · Deep Learning
(1)
Resources & Methods
(1)
Understanding
(1)
Keywords
pre-trained language model
(2)
multi-task learning
(1)
symbolic reasoning
(1)
sampling strategy
(1)
mathematical reasoning
(1)
in-context learning
(1)
question answering
(1)
text generation
(1)
information retrieval
(1)
neural network interpretability
(1)
out-of-distribution generalization
(1)
benchmark dataset
(1)
language model
(1)
instruction learning
(1)
task decomposition
(1)
multi-hop question answering
(1)
transformer fine-tuning
(1)
regular expression
(1)
few-shot prompting
(1)
out-of-distribution performance
(1)
Papers
Closing the Curious Case of Neural Text Degeneration
ICLR 2024
Decomposed Prompting: A Modular Approach for Solving Complex Tasks
ICLR 2023
Increasing Probability Mass on Answer Choices Does Not Always Improve Accuracy
EMNLP 2023
LILA: A Unified Benchmark for Mathematical Reasoning
EMNLP 2022
What Makes Instruction Learning Hard? An Investigation and a New Challenge in a Synthetic Environment
EMNLP 2022
Causal Analysis of Syntactic Agreement Mechanisms in Neural Language Models
ACL 2021