Eliciting Latent Knowledge (ELK)

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  "summary": "Comprehensive analysis of the Eliciting Latent Knowledge problem with quantified research metrics: ARC's prize contest received 197 proposals, awarded \\$274K, but \\$50K and \\$100K prizes remain unclaimed. CCS achieves 4% above zero-shot on 10 datasets; Quirky LMs recover 89% of truth-untruth gap with 0.95 anomaly detection AUROC. Research investment estimated at \\$1-5M/year across ARC (3 permanent researchers), EleutherAI, and academic groups. Problem fundamentally unsolved—no proposal survives ARC's builder-breaker methodology.",
  "description": "ELK is the unsolved problem of extracting an AI's true beliefs rather than human-approved outputs.",
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      "text": "Alignment Research Center's (ARC) 2021 report",
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