2 papers
cs.CL2025
BTC-SAM: Leveraging LLMs for Generation of Bias Test Cases for Sentiment Analysis Models
Zsolt T. Kardkovacs, Lynda Djennane, Anna Field +4
Sentiment Analysis (SA) models harbor inherent social biases that can be harmful in real-world applications. These biases are identified by examining the output of SA models for se…
cs.LG2025
Rethinking and Recomputing the Value of Machine Learning Models
Burcu Sayin, Jie Yang, Xinyue Chen +2
In this paper, we argue that the prevailing approach to training and evaluating machine learning models often fails to consider their real-world application within organizational o…