Reliable Decisions with Threshold Calibration

no code implementations • NeurIPS 2021 • Roshni Sahoo, Shengjia Zhao, Alyssa Chen, Stefano Ermon

We propose a stronger notion of calibration called threshold calibration, which is exactly the condition required to ensure that decision loss is predicted accurately for threshold decisions.

Scheduling

Defining and Evaluating Fair Natural Language Generation

no code implementations • WS 2020 • Catherine Yeo, Alyssa Chen

Our work focuses on the biases that emerge in the natural language generation (NLG) task of sentence completion.

Fairness Sentence +2