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New vision for AI oversight: Foundation model trained on experiments

By PulseAugur Editorial · [2 sources] ·

Jacob Steinhardt proposes a novel approach to AI model oversight by developing a specialized foundation model. This oversight model would be trained on a vast dataset of experiments conducted on a "subject model," then refined using Reinforcement Learning from Verified Oversight (RLVR) tasks. The ultimate goal is to create an AI assistant capable of formalizing oversight questions into testable criteria, generating relevant data, and providing trustworthy answers about the subject model's behavior, such as identifying sandbagging or reward hacking. AI

IMPACT This research could lead to more robust methods for understanding and controlling AI behavior, crucial for safe AI development.

RANK_REASON The item is a research paper proposing a new methodology for AI oversight. [lever_c_demoted from research: ic=1 ai=1.0]

Read on LessWrong (AI tag) →

AI-generated summary · Google Gemini · from 2 sources. How we write summaries →

New vision for AI oversight: Foundation model trained on experiments

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The item is a research paper proposing a new methodology for AI oversight. [lever_c_demoted from research: ic=1 ai=1.0]
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COVERAGE [2]

  1. Bounded Regret (Jacob Steinhardt) TIER_1 English(EN) · Jacob Steinhardt ·

    Foundation Models for Oversight

    <p><em>Cross-posted from the <a href="https://transluce.org/foundation-models-for-oversight?ref=bounded-regret.ghost.io">Transluce blog</a>.</em></p> <p>To oversee an AI model, we&apos;d ideally like to ask questions such as:</p> <ul> <li>What are important situations where the m…

  2. LessWrong (AI tag) TIER_1 English(EN) · jsteinhardt ·

    Foundation Models for Oversight

    <p><em>Cross-posted from the <a href="https://transluce.org/foundation-models-for-oversight?ref=bounded-regret.ghost.io">Transluce blog</a>.</em></p> <p>To oversee an AI model, we'd ideally like to ask questions such as:</p> <ul> <li>What are important situations where the model …

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