Step 4: tool results

search_similar_claims

{
  "limit": 8,
  "query": "Oversight method resistance to deception improves as the capability gap between overseen model and overseer widens"
}

{
  "query": "Oversight method resistance to deception improves as the capability gap between overseen model and overseer widens",
  "results": [
    {
      "id": "a0867a24-31b6-4ad6-9add-f140c4da7663",
      "kind": "claim",
      "text": "Some AI oversight methods resist deception better as the overseen model's capability advantage grows.",
      "claim_type": "empirical_derived",
      "state": "active",
      "similarity_score": 0.7911756942743019,
      "importance": 0.35,
      "assessment_status": null,
      "assessment_confidence": null
    },
    {
      "id": "2d5868e4-745c-474f-ac6f-cc9cbc25ea8c",
      "kind": "claim",
      "text": "AI oversight success rates decline as the capability gap between overseer and overseen system grows.",
      "claim_type": "empirical_derived",
      "state": "active",
      "similarity_score": 0.6518361340472858,
      "importance": 0.5,
      "assessment_status": "supported",
      "assessment_confidence": 0.72
    },
    {
      "id": "db9cccf6-d168-400c-84df-c47bb5732a50",
      "kind": "claim",
      "text": "Oversight becomes more difficult as an AI system's capabilities increasingly exceed its overseer's.",
      "claim_type": "causal",
      "state": "active",
      "similarity_score": 0.6185309753318378,
      "importance": 0.55,
      "assessment_status": null,
      "assessment_confidence": null
    },
    {
      "id": "804cd71e-671c-46a6-a37b-eb6d5cff952a",
      "kind": "claim",
      "text": "Scalable oversight protocols remain effective against AI systems that deliberately deceive their overseers.",
      "claim_type": "empirical_derived",
      "state": "active",
      "similarity_score": 0.6021319712725969,
      "importance": 0.6,
      "assessment_status": "doubtful",
      "assessment_confidence": 0.72
    },
    {
      "id": "f884ecba-eb6b-4978-9b83-6af5fec5a414",
      "kind": "claim",
      "text": "In AI oversight games, language models' performance as overseers increases with their general capability.",
      "claim_type": "empirical_derived",
      "state": "active",
      "similarity_score": 0.5814040501569101,
      "importance": 0.35,
      "assessment_status": "supported",
      "assessment_confidence": 0.75
    },
    {
      "id": "1b15a300-6197-4bea-8b30-95706b5b5c0b",
      "kind": "claim",
      "text": "Scalable oversight designs should ensure overseers benefit more from increased capability than the systems they oversee.",
      "claim_type": "normative",
      "state": "active",
      "similarity_score": 0.5628226049945951,
      "importance": 0.4,
      "assessment_status": null,
      "assessment_confidence": null
    },
    {
      "id": "a9c96aaf-478f-46e2-bd00-534e7086fcdc",
      "kind": "claim",
      "text": "Human cognitive biases can reduce the reliability of oversight judgments, including in amplified oversight.",
      "claim_type": "causal",
      "state": "active",
      "similarity_score": 0.5568425086944728,
      "importance": 0.35,
      "assessment_status": null,
      "assessment_confidence": null
    },
    {
      "id": "76f018a8-074a-4315-bb87-7cff91bbdf4c",
      "kind": "claim",
      "text": "In Guard-favored oversight games, multi-step nested scalable oversight outperforms single-step oversight.",
      "claim_type": "empirical_derived",
      "state": "active",
      "similarity_score": 0.5436434460385298,
      "importance": 0.35,
      "assessment_status": "supported",
      "assessment_confidence": 0.6
    }
  ],
  "count": 8
}