1.2k citations · 1.8k across the 35 of their papers we have counts for
3 papers · 1 filter
Language in a Bottle: Language Model Guided Concept Bottlenecks for Interpretable Image Classification
Yue Yang, Artemis Panagopoulou, Shenghao Zhou +3
Concept Bottleneck Models (CBM) are inherently interpretable models that factor model decisions into human-readable concepts. They allow people to easily understand why a model is…
Visualizing the Obvious: A Concreteness-based Ensemble Model for Noun Property Prediction
Yue Yang, Artemis Panagopoulou, Marianna Apidianaki +2
Neural language models encode rich knowledge about entities and their relationships which can be extracted from their representations using probing. Common properties of nouns (e.g…
Cascading Biases: Investigating the Effect of Heuristic Annotation Strategies on Data and Models
Chaitanya Malaviya, Sudeep Bhatia, Mark Yatskar
Cognitive psychologists have documented that humans use cognitive heuristics, or mental shortcuts, to make quick decisions while expending less effort. While performing annotation…