Autumn Toney
4 papers · 2021–2025 · 2 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Silver
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Taxonomy Completionist
(18)
🐣
Hot Topic Early Bird
❓
The Questioner
(2)
Venues
Top co-authors
Research topics
Machine Learning
(3)
Natural Language Processing
(3)
Resources & Methods
(3)
Artificial Intelligence
(2)
Deep Learning
(2)
Applications
(2)
Core AI
(2)
Learning Types · Machine Learning
(2)
Interdisciplinary
(1)
Bayesian & Probabilistic
(1)
Core Methods
(1)
Learning Types · Deep Learning
(1)
Linguistics
(1)
Models
(1)
Understanding
(1)
Keywords
large language model
(2)
text classification
(1)
uncertainty quantification
(1)
fact verification
(1)
model evaluation
(1)
information retrieval
(1)
semantic analysis
(1)
multi-label classification
(1)
probabilistic reasoning
(1)
probability calibration
(1)
token prediction
(1)
token probability
(1)
word embedding
(1)
social bia
(1)
scientific writing
(1)
static embedding
(1)
probability alignment
(1)
scientific literature
(1)
multilingual analysis
(1)
intrinsic evaluation
(1)
Papers
Certain but not Probable? Differentiating Certainty from Probability in LLM Token Outputs for Probabilistic Scenarios
EMNLP 2025
What Kind of Sourcery is This? Evaluating GPT-4’s Performance on Linking Scientific Fact to Citations
EMNLP 2024
Multi-label Classification of Scientific Research Documents Across Domains and Languages
COLING 2022
ValNorm Quantifies Semantics to Reveal Consistent Valence Biases Across Languages and Over Centuries
EMNLP 2021