Minerval

← run 2ea5134b

Run step

Step 15: assistant

2026-11-14 19:07:32 UTC · previous step · next step

thinking

Calls code_execution
{
  "code": "import json\nqs = [\"Reference-Grafting Matches Fine-Tuning at Eliciting Sandbagged Capabilities github code Lida Safety\",\n      \"\\\"reference-grafting\\\" sandbagging password-locked noise injection baseline sigma github\"]\nfor q in qs:\n    r = await web_search({\"query\": q})\n    for x in r[:6]:\n        if x.get(\"type\")==\"web_search_result\":\n            print(x[\"title\"], \"|\", x[\"url\"])\n            c = x.get(\"content\",\"\")\n            i = c.lower().find(\"noise\")\n            print(\"   \", c[max(0,i-150):i+300].replace(\"\\n\",\" \") if i>=0 else c[:150].replace(\"\\n\",\" \"))\n        else:\n            print(x)\n    print('---')\n"
}
Calls web_search
{
  "query": "Reference-Grafting Matches Fine-Tuning at Eliciting Sandbagged Capabilities github code Lida Safety"
}
web_search_tool_result
{
  "type": "web_search_tool_result",
  "caller": {
    "type": "code_execution_20260120",
    "tool_id": "srvtoolu_011et2uEYN6ZPJn3nUdFsN8n"
  },
  "content": [
    {
      "url": "https://github.com/linuxarena/ct-replications/issues/156",
      "type": "web_search_result",
      "title": "Reference-Grafting Matches Fine-Tuning at Eliciting Sandbagged Capabilities (Le et al., 2026) · Issue #156 · linuxarena/ct-replications · GitHub",
      "page_age": "11 days ago",
      "encrypted_content": "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"
    },
    {
      "url": "https://arxiv.org/html/2608.29458",
      "type": "web_search_result",
      "title": "Reference-Grafting Matches Fine-Tuning at Eliciting Sandbagged Capabilities",
      "page_age": null,
      "encrypted_content": "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"
    },
    {
      "url": "https://arxiv.org/abs/2608.29458",
      "type": "web_search_result",
      "title": "[2608.29458] Reference-Grafting Matches Fine-Tuning at Eliciting Sandbagged Capabilities",
      "page_age": "77 days ago",
      "encrypted_content": "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"
    },
    {
      "url": "https://arxiv.org/html/2609.32530v1",
      "type": "web_search_result",
      "title": "Activation Flow: Manufacturing Activations for Steering",
      "page_age": null,
      "encrypted_content": "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"
    },
    {
      "url": "https://arxiv.org/pdf/2609.32530",
      "type": "web_search_result",
      "title": "Preprint ACTIVATION FLOW: MANUFACTURING ACTIVATIONS FOR STEERING",
      "page_age": null,
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  "content": {
    "type": "encrypted_code_execution_result",
    "stderr": "Traceback (most recent call last):\n  File \"/usr/local/lib/python3.11/asyncio/runners.py\", line 190, in run\n    return runner.run(main)\n           ^^^^^^^^^^^^^^^^\n  File \"/usr/local/lib/python3.11/asyncio/runners.py\", line 118, in run\n    return self._loop.run_until_complete(task)\n           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n  File \"/usr/local/lib/python3.11/asyncio/base_events.py\", line 654, in run_until_complete\n    return future.result()\n           ^^^^^^^^^^^^^^^\n  File \"/tmp/srvtoolu_011et2uEYN6ZPJn3nUdFsN8n/cell.py\", line 14, in <module>\n    if x.get(\"type\")==\"web_search_result\":\n       ^^^^^\nAttributeError: 'str' object has no attribute 'get'\n",
    "content": [],
    "return_code": 1,
    "encrypted_stdout": "Eo4BCioIFRgCIiRhOGFlOWMyMy1iYWVmLTRiYzctOWJjYS04YTM3MTE5YWVhMGMSDIqrauNVH9GSObD7RRoM7nN2b9gOljl0VXgkIjDfXSLxJg4RyU4SwJgYKQ2STkAvj96QunSob9kbEp1wHBSMvI3Mq4igU1E2f4/EcdkqEs1puJ4RU9nO4xN4+uDw7tr4bRgD"
  },
  "tool_use_id": "srvtoolu_011et2uEYN6ZPJn3nUdFsN8n"
}
Calls code_execution
{
  "code": "for q in qs:\n    r = await web_search({\"query\": q})\n    if isinstance(r, str):\n        try: r = json.loads(r)\n        except Exception as e: print(r[:500]); continue\n    if isinstance(r, dict): r = r.get(\"results\", r.get(\"content\", [r]))\n    for x in r[:6]:\n        if isinstance(x, dict) and x.get(\"type\")==\"web_search_result\":\n            print(x[\"title\"], \"|\", x[\"url\"])\n            c = x.get(\"content\",\"\") or \"\"\n            i = c.lower().find(\"noise\")\n            print(\"   \", c[max(0,i-150):i+300].replace(\"\\n\",\" \") if i>=0 else c[:150].replace(\"\\n\",\" \"))\n        else:\n            print(str(x)[:300])\n    print('---')\n"
}
Calls web_search
{
  "query": "Reference-Grafting Matches Fine-Tuning at Eliciting Sandbagged Capabilities github code Lida Safety"
}
web_search_tool_result
{
  "type": "web_search_tool_result",
  "caller": {
    "type": "code_execution_20260120",
    "tool_id": "srvtoolu_01P1kL83V6TNe82B4Yo7eXYu"
  },
  "content": [
    {
      "url": "https://github.com/linuxarena/ct-replications/issues/156",
      "type": "web_search_result",
      "title": "Reference-Grafting Matches Fine-Tuning at Eliciting Sandbagged Capabilities (Le et al., 2026) · Issue #156 · linuxarena/ct-replications · GitHub",
      "page_age": "11 days ago",
      "encrypted_content": "Et4MCioIFRgCIiRhOGFlOWMyMy1iYWVmLTRiYzctOWJjYS04YTM3MTE5YWVhMGMSDMgBavmyRjZS0BDdUBoMezIpFykJeY1rzZS/IjAIMEy/E44BA2p5XTDMPM71r7zI8LVdDgmHqUm3ZKE5mHGtQMto8ciq4VvjHXZQrUwq4QttOP6FrIBHqQ085Wb9zDFFFszIBaaP5GQUZRQXYG0I3pFQecFL4kb25j/7J+YRdRcElKrL9UXeqLPSChEZnu2TRiJcqJQMM0KSZPHZVARokYeg8uWI25Qdy6c02IHm4HrTA18/I4uzyYq1tQCi998tGznl+aWmcyZQYhrH7WCAqWjohXaKunB9Nbr0QRmXIWVK0mQtpaCXzLM5NqHbo4o8k1NKfI1Y1ZUB5dzfPi59ntY1XMuAIw2q6mjtR88eFfzWtQze3jA45xnXijT1CKYQ0gn40Bji4h4xxDdV15Fa+2gf2kyeCdpjXiN/dKWjaGq6hFCctGBjSWJWyZCuSXPjw8hgkOkPyJh+ikniSICRJrmKUXDH+eGGuuBKCVtORPeHkUB99p+z/mIuTnk8BNiJQygkTVWLJWJ+R/RaBnkAeAivbsDXd+Tz1nl4qUoQ7mQiTcfd2jgYuVEKgmK1xpinKRusPJVWlIYLvqKGfNw1bmHiNrg1HftcARZoavZ8xmtGsHC0NZJehzY+IW2tqHjpGjEpWerAQlnQFKnJh+XJ5SfsYJFJvoD3UfXiWOXVqz3WF9tVEsIHYbc4CiKGbzV1OWAqb6mkUle+Cy00C334jP+KjbOFIuaa3WyGGqkJ3UE027GiwodzpT8Qjb74MHKbmBGuAMjPJ1VFB49YNt4hak/aPp9/J0PEUCFerKL1YJzwhy7rJ1Qa5QS91dKW55+/XkxJWeHcgwOJeTMYzYlBBEzXbS0qm+GiU/0VFAlUI6WMW9jK+OIbZSY/2VfXLSYo8J8hZ3boeWcuCcB0vfKnDIHL4+FOPD0oGPbkNo4Yp19UZ9w9vM9h3zxye8vrQhbh1ndT7NeCerFhpQFeIWm2tWqa/hMVH10lE/+Tpyuu7Glp5p24wxkjjzVuB5GfO46XYII/qmRypY4QNAt8t+SYUJwpewzrnf5tkYZiGAxjyz0tCdraJXUA2NxC3cPa/DtYhVcKy7FkdL9f0XH5+nuO1FyrJPfabyGMhgDiK3fwp0KRrcsR9/aRGf67hehXuDZVibs27A839uiUM8YcyrHXw21bU+3f/tLIA1BtXR+/3k2MMECgP16uDrnRTe/hBePgqPlA5BH8d3ydg/b4C42OvW4yRrogFk/us3SvePXvOF4+97aKiaz8dIIEDw72CP/BAbz8pZM/xyo1ElgjIUS5TOaye/VdWIZz85bt2P/UsnBye5uwdLUNpqDIVW3CYqU+i/2Abcj0mD/Ks45z36+j/ii/ZUiMPBCXwpHuKZJTRWMXjjGGME/oCfU0dWPIP5HdRfVLsNl5KYzBKsezXlEebTpZMk5anSU8kAGujuK6CbqNmG4Rvse01tH6Bhl+gHfP11cpEki2g7TVPp8m0nT0BJrrVTmnZJ8Atsr5PxeT9x8q3I+MnxW6mae0VBlZCUpUBuFM6sOUVRMdZUrL6KqJ4tClovRrE1amW5Plmck9DDo0p+AGZWwTFSkDIVaYnflym9CQGl1A90Vv/Wi8sUE5B39st7lN/L9J6B6mTaM2rIRrxg/cGEHndylRAw/q7cx/4L+/s4e3cgVnxT1lW+/hHo4F3CxR3ll3sSje71fJQDoAmNtRxLKIbRwU1VuSmBgNOpmY8yby8dIB8TwEF9JoeQ0NufFr8JIEnzcLA2me8TGqLeh3MXz09joTL3mp96Cq3gVUX2hMaadmzvDKUNVb2OrvIrLDF9eYdNnV8F1cl7XP5eO23WeoqLGAuDsWItG2Y9lRRv1MXX7wvhty7hy+cckNuQHsPk8PAKuO1lxrzZ8Wj+HAyeRuIT5wiIgaCQwDSvVM/GSHkfqaJaU7op1WHafArmpudlNgauZwkKmOsoIx7DRl86tzUe4vTNIrrlHG9PRwUoMOe90E9/uBAXfePw5/5J3L0x2lksAsu2QszYBKdfxz2MqcM/QsQ/xvRirwhisy3l+BGXnVJU/cOtEexlB7y4T+Of3aMFXMWsBD2UGshtmALq9JsKl4BonrlfqTihgD"
    },
    {
      "url": "https://arxiv.org/html/2608.29458",
      "type": "web_search_result",
      "title": "Reference-Grafting Matches Fine-Tuning at Eliciting Sandbagged Capabilities",
      "page_age": null,
      "encrypted_content": "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"
    },
    {
      "url": "https://arxiv.org/abs/2608.29458",
      "type": "web_search_result",
      "title": "[2608.29458] Reference-Grafting Matches Fine-Tuning at Eliciting Sandbagged Capabilities",
      "page_age": "77 days ago",
      "encrypted_content": "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"
    },
    {
      "url": "https://arxiv.org/html/2609.32530v1",
      "type": "web_search_result",
      "title": "Activation Flow: Manufacturing Activations for Steering",
      "page_age": null,
      "encrypted_content": "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"
    },
    {
      "url": "https://arxiv.org/pdf/2609.32530",
      "type": "web_search_result",
      "title": "Preprint ACTIVATION FLOW: MANUFACTURING ACTIVATIONS FOR STEERING",
      "page_age": null,
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    },
    {
      "url": "https://www.alphaxiv.org/@linh-le",
      "type": "web_search_result",
      "title": "Linh Le on alphaXiv",
      "page_age": null,
      "encrypted_content": "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"
    },
    {
      "url": "https://lidasafety.org/",
      "type": "web_search_result",
      "title": "Lida Safety Research",
      "page_age": null,
      "encrypted_content": "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"
    },
    {
      "url": "https://arxiv.org/html/2502.02180",
      "type": "web_search_result",
      "title": "The Elicitation Game: Evaluating Capability Elicitation Techniques",
      "page_age": "484 days ago",
      "encrypted_content": "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"
    },
    {
      "url": "https://pith.science/paper/2608.29458",
      "type": "web_search_result",
      "title": "Reference-Grafting Matches Fine-Tuning at Eliciting Sandbagged Capabilities · Pith",
      "page_age": "66 days ago",
      "encrypted_content": "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"
    }
  ],
  "tool_use_id": "srvtoolu_01VxzcVGFuwhSdnA5ySzWjuu"
}
Calls web_search
{
  "query": "\"reference-grafting\" sandbagging password-locked noise injection baseline sigma github"
}
web_search_tool_result
{
  "type": "web_search_tool_result",
  "caller": {
    "type": "code_execution_20260120",
    "tool_id": "srvtoolu_01P1kL83V6TNe82B4Yo7eXYu"
  },
  "content": [
    {
      "url": "https://arxiv.org/html/2608.29458",
      "type": "web_search_result",
      "title": "Reference-Grafting Matches Fine-Tuning at Eliciting Sandbagged Capabilities",
      "page_age": null,
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    },
    {
      "url": "https://arxiv.org/pdf/2412.01784",
      "type": "web_search_result",
      "title": "Noise Injection Reveals Hidden Capabilities of Sandbagging Language Models",
      "page_age": null,
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    },
    {
      "url": "https://arxiv.org/pdf/2512.07810",
      "type": "web_search_result",
      "title": "Auditing Games for Sandbagging",
      "page_age": null,
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    },
    {
      "url": "https://arxiv.org/pdf/2608.29458",
      "type": "web_search_result",
      "title": "Reference-Grafting Matches Fine-Tuning at Eliciting Sandbagged Capabilities",
      "page_age": null,
      "encrypted_content": "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"
    },
    {
      "url": "https://arxiv.org/pdf/2609.32530",
      "type": "web_search_result",
      "title": "Preprint ACTIVATION FLOW: MANUFACTURING ACTIVATIONS FOR STEERING",
      "page_age": null,
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      "title": "A Causal Model for Locating and Unlocking Sandbagging in Model Organisms",
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      "title": "A Causal Model for Locating and Unlocking Sandbagging in Model Organisms",
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    }
  ],
  "tool_use_id": "srvtoolu_019JHA5jH7hmaLX2i136bfpU"
}
code_execution_tool_result
{
  "type": "code_execution_tool_result",
  "content": {
    "type": "encrypted_code_execution_result",
    "stderr": "",
    "content": [],
    "return_code": 0,
    "encrypted_stdout": 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}
thinking
Calls read_arxiv_source
{
  "arxiv_id": "2412.01784"
}