Stephanie Eckman
6 papers · 2023–2026 · 4 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
(17)
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Hot Topic Early Bird
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Research topics
Machine Learning
(4)
Artificial Intelligence
(3)
Natural Language Processing
(3)
Core AI
(3)
Learning Types
(3)
Interdisciplinary
(2)
Applications
(2)
Social
(2)
Data Science & Analytics
(1)
Deep Learning
(1)
Application Areas
(1)
Core Methods
(1)
Methods
(1)
Optimization & Theory · Machine Learning
(1)
Optimization & Theory · Deep Learning
(1)
Keywords
training data
(2)
bert model
(1)
bias mitigation
(1)
language model
(1)
data quality
(1)
selection bia
(1)
annotation quality
(1)
model performance
(1)
human annotation
(1)
counterfactual generation
(1)
bert fine-tuning
(1)
hate speech detection
(1)
multiple-choice question
(1)
node pruning
(1)
answer accuracy
(1)
annotator bia
(1)
hate speech classification
(1)
order effect
(1)
annotator sensitivity
(1)
social psychology
(1)
Papers
The Personalization Trap: How User Memory Alters Emotional Reasoning in LLMs
ACL 2026
Aligning NLP Models with Target Population Perspectives using PAIR: Population-Aligned Instance Replication
EMNLP 2025
Mitigating Selection Bias with Node Pruning and Auxiliary Options
ACL 2025
Order Effects in Annotation Tasks: Further Evidence of Annotation Sensitivity
EACL 2024
Position: Insights from Survey Methodology can Improve Training Data
ICML 2024
Annotation Sensitivity: Training Data Collection Methods Affect Model Performance
EMNLP 2023