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cs.CY2025★ 4 cited
Measurement to Meaning: A Validity-Centered Framework for AI Evaluation
Olawale Salaudeen, Anka Reuel, Ahmed Ahmed +6
While the capabilities and utility of AI systems have advanced, rigorous norms for evaluating these systems have lagged. Grand claims, such as models achieving general reasoning ca…
cs.CL2025
Quantifying the Importance of Data Alignment in Downstream Model Performance
Krrish Chawla, Aryan Sahai, Mario DePavia +4
Contrary to the conventional emphasis on dataset size, we explore the role of data alignment -- an often overlooked aspect of data quality -- in training capable Large Language Mod…