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The Scoring Flaw Behind The Hugging Face Incident | Serena Booth (Brown University)
Why it mattersSerena Booth traces the ExploitGym incident to a binary scorer that gave an agent caught cheating the same zero as one that simply failed, leaving agents with little to lose. She describes ranking agent trajectories against human preferences and revising the metric to better reflect those judgments.
Discuss: If a benchmark gives cheating and honest failure the same score, how should human rankings of agent trajectories change the metric?
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