Step 4: tool results

search_similar_claims

{
  "limit": 5,
  "query": "subliminal learning: student model acquires teacher traits from unrelated data"
}

{
  "query": "subliminal learning: student model acquires teacher traits from unrelated data",
  "results": [
    {
      "id": "07a2887a-48c4-4d28-84ca-821761b41666",
      "kind": "claim",
      "text": "Language-model gains from synthetic data mostly distill capabilities already present in a stronger teacher.",
      "claim_type": "empirical_derived",
      "state": "active",
      "similarity_score": 0.5767686556099944,
      "importance": 0.45,
      "assessment_status": "inconclusive",
      "assessment_confidence": 0.55
    },
    {
      "id": "deb0b6ff-4fa4-44c0-8f2a-e72f39ab815e",
      "kind": "claim",
      "text": "Distilling an unlearned language model into a randomly initialized student makes unlearning robust to fine-tuning-based relearning.",
      "claim_type": "empirical_derived",
      "state": "active",
      "similarity_score": 0.540058862026179,
      "importance": 0.4,
      "assessment_status": "supported",
      "assessment_confidence": 0.6
    },
    {
      "id": "02f3ba29-54e9-4315-9530-a06c1612b263",
      "kind": "claim",
      "text": "Hard-to-learn hidden tasks help distinguish eliciting existing model capabilities from teaching new ones.",
      "claim_type": "empirical_derived",
      "state": "active",
      "similarity_score": 0.5398713163033668,
      "importance": 0.3,
      "assessment_status": null,
      "assessment_confidence": null
    },
    {
      "id": "d6ba6714-1a39-4e07-b534-c532e5b0ec88",
      "kind": "claim",
      "text": "Prompting language models as non-assistant personas can reveal reward-model biases concealed by their assistant persona.",
      "claim_type": "empirical_derived",
      "state": "active",
      "similarity_score": 0.5218125490283193,
      "importance": 0.4,
      "assessment_status": null,
      "assessment_confidence": null
    },
    {
      "id": "6e64a222-5735-48cc-834b-42d941eb82c9",
      "kind": "claim",
      "text": "Inverse reinforcement learning for superhuman tasks requires a non-identifiable model of human cognition.",
      "claim_type": "empirical_derived",
      "state": "active",
      "similarity_score": 0.515795448976868,
      "importance": 0.35,
      "assessment_status": null,
      "assessment_confidence": null
    }
  ],
  "count": 5
}