157 citations · 402 across the 21 of their papers we have counts for
Showing 2020Show all
2 papers · 1 filter
cs.CL2020★ 1 cited
On the Importance of Adaptive Data Collection for Extremely Imbalanced Pairwise Tasks
Stephen Mussmann, Robin Jia, Percy Liang
Many pairwise classification tasks, such as paraphrase detection and open-domain question answering, naturally have extreme label imbalance (e.g., of examples are negativ…
cs.LG2020★ 157 cited
Concept Bottleneck Models
Pang Wei Koh, Thao Nguyen, Yew Siang Tang +4
We seek to learn models that we can interact with using high-level concepts: if the model did not think there was a bone spur in the x-ray, would it still predict severe arthritis?…