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All benchmarksrisk cases

HISTORICAL RECORD · 2026-10-08 · risk-16

A stolen administrator password is being used to delete live production data.

A stolen administrator password is being used to delete live production data.

Synthetic case. References were set by ClefBench and have not received an independent second review. These are recorded results, not a new model call.

urgent

Does this situation meet level 2 or 3 on the severity rubric and therefore require escalation?

Reference: true

ModelRun 1Run 2Run 3Changed answer?
CleftruetruetrueNo
Clef-flashtruetruetrueNo
Jev 1.13truetruetrueNo

Yes/no uses a 50% threshold. Score values are weighted scale indices; error flags and stability use the nearest level. Use the rule and full distribution to judge whether a difference matters for your task.

category

Select the main risk domain.

Reference: security

  • security: Digital access, data or cybersecurity
  • safety: Physical harm, fire, building or chemical safety
  • operations: Availability, logistics or business workflow
ModelRun 1Run 2Run 3Changed answer?
ClefsecuritysecuritysecurityNo
Clef-flashsecuritysecuritysecurityNo
Jev 1.13securitysecuritysecurityNo

Yes/no uses a 50% threshold. Score values are weighted scale indices; error flags and stability use the nearest level. Use the rule and full distribution to judge whether a difference matters for your task.

severity

Rate the risk using only stated evidence.

Reference: 3

  • 0: No unresolved risk or impact
  • 1: Contained minor issue, blocked attempt, or safe workaround
  • 2: Serious unresolved vulnerability, potential physical harm, or a regional workflow blocked
  • 3: Active data theft or destruction, immediate threat to life, or global outage with no workaround
ModelRun 1Run 2Run 3Changed answer?
Clef2.96942.96942.9694No
Clef-flash2.85462.85462.8546No
Jev 1.13333No

Yes/no uses a 50% threshold. Score values are weighted scale indices; error flags and stability use the nearest level. Use the rule and full distribution to judge whether a difference matters for your task.

Time and provider cost for this case

  • Clef · run 1: 680 ms · $0.00009792
  • Clef-flash · run 1: 432 ms · $0.00003672
  • Jev 1.13 · run 1: 357 ms · $0.00001953
  • Clef-flash · run 2: 472 ms · $0.00003672
  • Jev 1.13 · run 2: 1487 ms · $0.00001953
  • Clef · run 2: 643 ms · $0.00009792
  • Jev 1.13 · run 3: 401 ms · $0.00001953
  • Clef · run 3: 647 ms · $0.00009792
  • Clef-flash · run 3: 436 ms · $0.00003672
Full task, reference answers and raw recorded responses
{
  "sample": {
    "state": "A stolen administrator password is being used to delete live production data.",
    "questions": {
      "urgent": {
        "type": "noul",
        "instructions": "Does this situation meet level 2 or 3 on the severity rubric and therefore require escalation?"
      },
      "category": {
        "type": "choice",
        "instructions": "Select the main risk domain.",
        "criteria": {
          "security": "Digital access, data or cybersecurity",
          "safety": "Physical harm, fire, building or chemical safety",
          "operations": "Availability, logistics or business workflow"
        }
      },
      "severity": {
        "type": "score",
        "instructions": "Rate the risk using only stated evidence.",
        "criteria": [
          "No unresolved risk or impact",
          "Contained minor issue, blocked attempt, or safe workaround",
          "Serious unresolved vulnerability, potential physical harm, or a regional workflow blocked",
          "Active data theft or destruction, immediate threat to life, or global outage with no workaround"
        ]
      }
    }
  },
  "reference": {
    "urgent": true,
    "category": "security",
    "severity": 3
  },
  "runs": [
    {
      "caseId": "risk-16",
      "repeat": 1,
      "outcome": {
        "model": "clef",
        "measuredAt": "2026-10-08T09:27:17.393Z",
        "durationMs": 680,
        "status": "success",
        "result": {
          "id": "gen-dec-1791451637-iXg3lPlaxwb3aeIAXQxp",
          "model": "cloudflare/clef",
          "provider": "Cloudflare",
          "answers": {
            "urgent": {
              "type": "noul",
              "noul": 0.9879
            },
            "category": {
              "type": "choice",
              "choice": "security",
              "probabilities": {
                "security": 0.959,
                "safety": 0.0082,
                "operations": 0.0328
              },
              "confidence": 0.8811
            },
            "severity": {
              "type": "score",
              "score": 2.9694,
              "probabilities": {
                "0": 0.0031,
                "1": 0.0034,
                "2": 0.0145,
                "3": 0.979
              },
              "confidence": 0.9449,
              "legend": {
                "0": "No unresolved risk or impact",
                "1": "Contained minor issue, blocked attempt, or safe workaround",
                "2": "Serious unresolved vulnerability, potential physical harm, or a regional workflow blocked",
                "3": "Active data theft or destruction, immediate threat to life, or global outage with no workaround"
              }
            }
          },
          "usage": {
            "input_tokens": 408,
            "output_tokens": 0,
            "cost": 0.00009792
          }
        }
      }
    },
    {
      "caseId": "risk-16",
      "repeat": 1,
      "outcome": {
        "model": "clef-flash",
        "measuredAt": "2026-10-08T09:27:18.083Z",
        "durationMs": 432,
        "status": "success",
        "result": {
          "id": "gen-dec-1791451638-khtfMqxLteA3u4ZmM4NR",
          "model": "cloudflare/clef-flash",
          "provider": "Cloudflare",
          "answers": {
            "urgent": {
              "type": "noul",
              "noul": 0.9051
            },
            "category": {
              "type": "choice",
              "choice": "security",
              "probabilities": {
                "security": 0.8164,
                "safety": 0.0357,
                "operations": 0.1479
              },
              "confidence": 0.5344
            },
            "severity": {
              "type": "score",
              "score": 2.8546,
              "probabilities": {
                "0": 0.0188,
                "1": 0.0168,
                "2": 0.0555,
                "3": 0.9089
              },
              "confidence": 0.7732,
              "legend": {
                "0": "No unresolved risk or impact",
                "1": "Contained minor issue, blocked attempt, or safe workaround",
                "2": "Serious unresolved vulnerability, potential physical harm, or a regional workflow blocked",
                "3": "Active data theft or destruction, immediate threat to life, or global outage with no workaround"
              }
            }
          },
          "usage": {
            "input_tokens": 408,
            "output_tokens": 0,
            "cost": 0.00003672
          }
        }
      }
    },
    {
      "caseId": "risk-16",
      "repeat": 1,
      "outcome": {
        "model": "jev",
        "measuredAt": "2026-10-08T09:27:18.524Z",
        "durationMs": 357,
        "status": "success",
        "result": {
          "id": "gen-dec-1791451638-AJtkMILISXtglm1vbtqb",
          "model": "typesafe/jev-1.13-20260917",
          "provider": "TypeSafe",
          "answers": {
            "urgent": {
              "type": "noul",
              "noul": 0.94
            },
            "category": {
              "type": "choice",
              "choice": "security",
              "probabilities": {
                "security": 1,
                "operations": 0,
                "safety": 0
              },
              "confidence": 1
            },
            "severity": {
              "type": "score",
              "score": 3,
              "probabilities": {
                "0": 0,
                "1": 0,
                "2": 0,
                "3": 1
              },
              "confidence": 1,
              "legend": {
                "0": "No unresolved risk or impact",
                "1": "Contained minor issue, blocked attempt, or safe workaround",
                "2": "Serious unresolved vulnerability, potential physical harm, or a regional workflow blocked",
                "3": "Active data theft or destruction, immediate threat to life, or global outage with no workaround"
              }
            }
          },
          "usage": {
            "input_tokens": 465,
            "output_tokens": 70,
            "cost": 0.00001953
          }
        }
      }
    },
    {
      "caseId": "risk-16",
      "repeat": 2,
      "outcome": {
        "model": "clef-flash",
        "measuredAt": "2026-10-08T09:28:48.963Z",
        "durationMs": 472,
        "status": "success",
        "result": {
          "id": "gen-dec-1791451728-mG8yu7WaVt7V79bDe2ps",
          "model": "cloudflare/clef-flash",
          "provider": "Cloudflare",
          "answers": {
            "urgent": {
              "type": "noul",
              "noul": 0.9051
            },
            "category": {
              "type": "choice",
              "choice": "security",
              "probabilities": {
                "security": 0.8164,
                "safety": 0.0357,
                "operations": 0.1479
              },
              "confidence": 0.5344
            },
            "severity": {
              "type": "score",
              "score": 2.8546,
              "probabilities": {
                "0": 0.0188,
                "1": 0.0168,
                "2": 0.0555,
                "3": 0.9089
              },
              "confidence": 0.7732,
              "legend": {
                "0": "No unresolved risk or impact",
                "1": "Contained minor issue, blocked attempt, or safe workaround",
                "2": "Serious unresolved vulnerability, potential physical harm, or a regional workflow blocked",
                "3": "Active data theft or destruction, immediate threat to life, or global outage with no workaround"
              }
            }
          },
          "usage": {
            "input_tokens": 408,
            "output_tokens": 0,
            "cost": 0.00003672
          }
        }
      }
    },
    {
      "caseId": "risk-16",
      "repeat": 2,
      "outcome": {
        "model": "jev",
        "measuredAt": "2026-10-08T09:28:49.450Z",
        "durationMs": 1487,
        "status": "success",
        "result": {
          "id": "gen-dec-1791451730-1zZzgpQfz2WUtB7AIwKV",
          "model": "typesafe/jev-1.13-20260917",
          "provider": "TypeSafe",
          "answers": {
            "urgent": {
              "type": "noul",
              "noul": 0.94
            },
            "category": {
              "type": "choice",
              "choice": "security",
              "probabilities": {
                "safety": 0,
                "security": 1,
                "operations": 0
              },
              "confidence": 1
            },
            "severity": {
              "type": "score",
              "score": 3,
              "probabilities": {
                "0": 0,
                "1": 0,
                "2": 0,
                "3": 1
              },
              "confidence": 1,
              "legend": {
                "0": "No unresolved risk or impact",
                "1": "Contained minor issue, blocked attempt, or safe workaround",
                "2": "Serious unresolved vulnerability, potential physical harm, or a regional workflow blocked",
                "3": "Active data theft or destruction, immediate threat to life, or global outage with no workaround"
              }
            }
          },
          "usage": {
            "input_tokens": 465,
            "output_tokens": 70,
            "cost": 0.00001953
          }
        }
      }
    },
    {
      "caseId": "risk-16",
      "repeat": 2,
      "outcome": {
        "model": "clef",
        "measuredAt": "2026-10-08T09:28:50.951Z",
        "durationMs": 643,
        "status": "success",
        "result": {
          "id": "gen-dec-1791451730-9XA2qxGrhFl1Q5GkDEiK",
          "model": "cloudflare/clef",
          "provider": "Cloudflare",
          "answers": {
            "urgent": {
              "type": "noul",
              "noul": 0.9879
            },
            "category": {
              "type": "choice",
              "choice": "security",
              "probabilities": {
                "security": 0.959,
                "safety": 0.0082,
                "operations": 0.0328
              },
              "confidence": 0.8811
            },
            "severity": {
              "type": "score",
              "score": 2.9694,
              "probabilities": {
                "0": 0.0031,
                "1": 0.0034,
                "2": 0.0145,
                "3": 0.979
              },
              "confidence": 0.9449,
              "legend": {
                "0": "No unresolved risk or impact",
                "1": "Contained minor issue, blocked attempt, or safe workaround",
                "2": "Serious unresolved vulnerability, potential physical harm, or a regional workflow blocked",
                "3": "Active data theft or destruction, immediate threat to life, or global outage with no workaround"
              }
            }
          },
          "usage": {
            "input_tokens": 408,
            "output_tokens": 0,
            "cost": 0.00009792
          }
        }
      }
    },
    {
      "caseId": "risk-16",
      "repeat": 3,
      "outcome": {
        "model": "jev",
        "measuredAt": "2026-10-08T09:30:20.298Z",
        "durationMs": 401,
        "status": "success",
        "result": {
          "id": "gen-dec-1791451820-zEnyg0OPDNSwEW1y62VZ",
          "model": "typesafe/jev-1.13-20260917",
          "provider": "TypeSafe",
          "answers": {
            "urgent": {
              "type": "noul",
              "noul": 0.94
            },
            "category": {
              "type": "choice",
              "choice": "security",
              "probabilities": {
                "security": 1,
                "safety": 0,
                "operations": 0
              },
              "confidence": 1
            },
            "severity": {
              "type": "score",
              "score": 3,
              "probabilities": {
                "0": 0,
                "1": 0,
                "2": 0,
                "3": 1
              },
              "confidence": 1,
              "legend": {
                "0": "No unresolved risk or impact",
                "1": "Contained minor issue, blocked attempt, or safe workaround",
                "2": "Serious unresolved vulnerability, potential physical harm, or a regional workflow blocked",
                "3": "Active data theft or destruction, immediate threat to life, or global outage with no workaround"
              }
            }
          },
          "usage": {
            "input_tokens": 465,
            "output_tokens": 70,
            "cost": 0.00001953
          }
        }
      }
    },
    {
      "caseId": "risk-16",
      "repeat": 3,
      "outcome": {
        "model": "clef",
        "measuredAt": "2026-10-08T09:30:20.716Z",
        "durationMs": 647,
        "status": "success",
        "result": {
          "id": "gen-dec-1791451820-pkqqL8jFrwUXhm0xDDVV",
          "model": "cloudflare/clef",
          "provider": "Cloudflare",
          "answers": {
            "urgent": {
              "type": "noul",
              "noul": 0.9879
            },
            "category": {
              "type": "choice",
              "choice": "security",
              "probabilities": {
                "security": 0.959,
                "safety": 0.0082,
                "operations": 0.0328
              },
              "confidence": 0.8811
            },
            "severity": {
              "type": "score",
              "score": 2.9694,
              "probabilities": {
                "0": 0.0031,
                "1": 0.0034,
                "2": 0.0145,
                "3": 0.979
              },
              "confidence": 0.9449,
              "legend": {
                "0": "No unresolved risk or impact",
                "1": "Contained minor issue, blocked attempt, or safe workaround",
                "2": "Serious unresolved vulnerability, potential physical harm, or a regional workflow blocked",
                "3": "Active data theft or destruction, immediate threat to life, or global outage with no workaround"
              }
            }
          },
          "usage": {
            "input_tokens": 408,
            "output_tokens": 0,
            "cost": 0.00009792
          }
        }
      }
    },
    {
      "caseId": "risk-16",
      "repeat": 3,
      "outcome": {
        "model": "clef-flash",
        "measuredAt": "2026-10-08T09:30:21.379Z",
        "durationMs": 436,
        "status": "success",
        "result": {
          "id": "gen-dec-1791451821-1MpSVW8zyGfn8hrSqeYs",
          "model": "cloudflare/clef-flash",
          "provider": "Cloudflare",
          "answers": {
            "urgent": {
              "type": "noul",
              "noul": 0.9051
            },
            "category": {
              "type": "choice",
              "choice": "security",
              "probabilities": {
                "security": 0.8164,
                "safety": 0.0357,
                "operations": 0.1479
              },
              "confidence": 0.5344
            },
            "severity": {
              "type": "score",
              "score": 2.8546,
              "probabilities": {
                "0": 0.0188,
                "1": 0.0168,
                "2": 0.0555,
                "3": 0.9089
              },
              "confidence": 0.7732,
              "legend": {
                "0": "No unresolved risk or impact",
                "1": "Contained minor issue, blocked attempt, or safe workaround",
                "2": "Serious unresolved vulnerability, potential physical harm, or a regional workflow blocked",
                "3": "Active data theft or destruction, immediate threat to life, or global outage with no workaround"
              }
            }
          },
          "usage": {
            "input_tokens": 408,
            "output_tokens": 0,
            "cost": 0.00003672
          }
        }
      }
    }
  ]
}
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