2 papers
cs.LG2026
Crop Mapping Evaluation under Sampling Bias
Akram Zaytar, Kemunto Ochwang'i, Caleb Robinson +5
Government agencies use crop maps to estimate production, monitor food security, and set agricultural policy. These crop maps are usually validated against field labels, but these…
cs.AI2026
EvalDetectBench: A Benchmark for Measuring Evaluation Awareness in Frontier Language Models
Xinning Li, Kemunto Ochwang'i, Aryasomayajula Ram Bharadwaj +2
Frontier large language models can often recognize when they are being evaluated, a capability known as evaluation awareness. If models behave differently in evaluations than in de…