3

Evaluation Data Contamination in LLMs: How Do We Measure It and (When) Does It Matter?
ConTAM connects contamination detection metrics to downstream performance effects across models and benchmarks.
Aaditya K. Singh, Muhammed Yusuf Kocyigit, Andrew Poulton, David Esiobu, Maria Lomeli, Gergely Szilvasy, Dieuwke Hupkes
A Novel Method for Analysing Racial Bias: Collection of Person Level References
A person-based method for longitudinal analysis of racial representation and implicit bias in books.
Muhammed Yusuf Kocyigit, Anietie Andy, Derry Tanti Wijaya