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cs.AI2026
From Sycophantic Consensus to Pluralistic Repair: Why AI Alignment Must Surface Disagreement
Varad Vishwarupe, Nigel Shadbolt, Marina Jirotka
Pluralistic alignment is typically operationalised as preference aggregation: producing responses that span (Overton), steer toward (Steerable), or proportionally represent (Distri…
cs.AI2026
The Evaluation Differential: When Frontier AI Models Recognise They Are Being Tested
Varad Vishwarupe, Nigel Shadbolt, Marina Jirotka +1
Recent published evidence from frontier laboratories shows that contemporary AI models can recognise evaluation contexts, latently represent them, and behave differently under thos…