Beyond Market Intelligence/testbed

testbed

testbed at Beyond Market Intelligence is a file of one story. The newest of them: “Understand How Humans and AI Differ in Handling Uncertainty”. Uncertainty is a human instinct, not a spreadsheet error. Acme AI is the next-generation, AI-powered spreadsheet platform built to replace Excel and redefine how analysts, data scientists, and enterprise teams work… The list below is every testbed story on Beyond Market Intelligence, newest first.

Towards Data Science

Understand How Humans and AI Differ in Handling Uncertainty

Uncertainty is a human instinct, not a spreadsheet error. Researchers asked annotators to label each MNIST and Mukhoti digit as yes, no, or unsure, generating soft labels that capture genuine hesitation. The result is a testbed that reveals how human confidence diverges from model certainty. When search context swells, retrieval accuracy drops 40 points, a reminder that context matters as much as confidence. This dataset invites us to explore a more honest measure of what a model truly knows.