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All benchmarksrisk cases

HISTORICAL RECORD · 2026-10-08 · risk-19

A permissions review found no excessive access and needs no action.

A permissions review found no excessive access and needs no action.

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: false

ModelRun 1Run 2Run 3Changed answer?
CleffalsefalsefalseNo
Clef-flashfalsefalsefalseNo
Jev 1.13falsefalsefalseNo

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: 0

  • 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?
Clef0.12440.12440.1244No
Clef-flash0.10640.10640.1064No
Jev 1.13000No

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: 813 ms · $0.00009768
  • Clef-flash · run 1: 409 ms · $0.00003663
  • Jev 1.13 · run 1: 357 ms · $0.00001949
  • Clef-flash · run 2: 417 ms · $0.00003663
  • Jev 1.13 · run 2: 323 ms · $0.00001949
  • Clef · run 2: 636 ms · $0.00009768
  • Jev 1.13 · run 3: 430 ms · $0.00001949
  • Clef · run 3: 604 ms · $0.00009768
  • Clef-flash · run 3: 491 ms · $0.00003663
Full task, reference answers and raw recorded responses
{
  "sample": {
    "state": "A permissions review found no excessive access and needs no action.",
    "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": false,
    "category": "security",
    "severity": 0
  },
  "runs": [
    {
      "caseId": "risk-19",
      "repeat": 1,
      "outcome": {
        "model": "clef",
        "measuredAt": "2026-10-08T09:27:21.850Z",
        "durationMs": 813,
        "status": "success",
        "result": {
          "id": "gen-dec-1791451641-S5GIujYq1dMIoYBHIygA",
          "model": "cloudflare/clef",
          "provider": "Cloudflare",
          "answers": {
            "urgent": {
              "type": "noul",
              "noul": 0.0049
            },
            "category": {
              "type": "choice",
              "choice": "security",
              "probabilities": {
                "security": 0.9842,
                "safety": 0.0062,
                "operations": 0.0096
              },
              "confidence": 0.9534
            },
            "severity": {
              "type": "score",
              "score": 0.1244,
              "probabilities": {
                "0": 0.9012,
                "1": 0.0805,
                "2": 0.0111,
                "3": 0.0072
              },
              "confidence": 0.7584,
              "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": 407,
            "output_tokens": 0,
            "cost": 0.00009768
          }
        }
      }
    },
    {
      "caseId": "risk-19",
      "repeat": 1,
      "outcome": {
        "model": "clef-flash",
        "measuredAt": "2026-10-08T09:27:22.674Z",
        "durationMs": 409,
        "status": "success",
        "result": {
          "id": "gen-dec-1791451642-SVfE2JdigHIqct6GbCeJ",
          "model": "cloudflare/clef-flash",
          "provider": "Cloudflare",
          "answers": {
            "urgent": {
              "type": "noul",
              "noul": 0.0095
            },
            "category": {
              "type": "choice",
              "choice": "security",
              "probabilities": {
                "security": 0.9187,
                "safety": 0.0356,
                "operations": 0.0457
              },
              "confidence": 0.7711
            },
            "severity": {
              "type": "score",
              "score": 0.1064,
              "probabilities": {
                "0": 0.9444,
                "1": 0.0215,
                "2": 0.0175,
                "3": 0.0166
              },
              "confidence": 0.8572,
              "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": 407,
            "output_tokens": 0,
            "cost": 0.00003663
          }
        }
      }
    },
    {
      "caseId": "risk-19",
      "repeat": 1,
      "outcome": {
        "model": "jev",
        "measuredAt": "2026-10-08T09:27:23.093Z",
        "durationMs": 357,
        "status": "success",
        "result": {
          "id": "gen-dec-1791451643-uSYzVBcTH6loUKcWlgce",
          "model": "typesafe/jev-1.13-20260917",
          "provider": "TypeSafe",
          "answers": {
            "urgent": {
              "type": "noul",
              "noul": 0.05
            },
            "category": {
              "type": "choice",
              "choice": "security",
              "probabilities": {
                "operations": 0,
                "safety": 0,
                "security": 1
              },
              "confidence": 1
            },
            "severity": {
              "type": "score",
              "score": 0,
              "probabilities": {
                "0": 1,
                "1": 0,
                "2": 0,
                "3": 0
              },
              "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": 464,
            "output_tokens": 70,
            "cost": 0.000019488
          }
        }
      }
    },
    {
      "caseId": "risk-19",
      "repeat": 2,
      "outcome": {
        "model": "clef-flash",
        "measuredAt": "2026-10-08T09:28:54.599Z",
        "durationMs": 417,
        "status": "success",
        "result": {
          "id": "gen-dec-1791451734-4eZDNC1u8IBxXqXjjn0b",
          "model": "cloudflare/clef-flash",
          "provider": "Cloudflare",
          "answers": {
            "urgent": {
              "type": "noul",
              "noul": 0.0095
            },
            "category": {
              "type": "choice",
              "choice": "security",
              "probabilities": {
                "security": 0.9187,
                "safety": 0.0356,
                "operations": 0.0457
              },
              "confidence": 0.7711
            },
            "severity": {
              "type": "score",
              "score": 0.1064,
              "probabilities": {
                "0": 0.9444,
                "1": 0.0215,
                "2": 0.0175,
                "3": 0.0166
              },
              "confidence": 0.8572,
              "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": 407,
            "output_tokens": 0,
            "cost": 0.00003663
          }
        }
      }
    },
    {
      "caseId": "risk-19",
      "repeat": 2,
      "outcome": {
        "model": "jev",
        "measuredAt": "2026-10-08T09:28:55.028Z",
        "durationMs": 323,
        "status": "success",
        "result": {
          "id": "gen-dec-1791451735-7Nzb5x1cPdfZoaP0WqGD",
          "model": "typesafe/jev-1.13-20260917",
          "provider": "TypeSafe",
          "answers": {
            "urgent": {
              "type": "noul",
              "noul": 0.05
            },
            "category": {
              "type": "choice",
              "choice": "security",
              "probabilities": {
                "security": 1,
                "safety": 0,
                "operations": 0
              },
              "confidence": 1
            },
            "severity": {
              "type": "score",
              "score": 0,
              "probabilities": {
                "0": 1,
                "1": 0,
                "2": 0,
                "3": 0
              },
              "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": 464,
            "output_tokens": 70,
            "cost": 0.000019488
          }
        }
      }
    },
    {
      "caseId": "risk-19",
      "repeat": 2,
      "outcome": {
        "model": "clef",
        "measuredAt": "2026-10-08T09:28:55.366Z",
        "durationMs": 636,
        "status": "success",
        "result": {
          "id": "gen-dec-1791451735-bM2B3rSL6GzbeYsPkBYr",
          "model": "cloudflare/clef",
          "provider": "Cloudflare",
          "answers": {
            "urgent": {
              "type": "noul",
              "noul": 0.0049
            },
            "category": {
              "type": "choice",
              "choice": "security",
              "probabilities": {
                "security": 0.9842,
                "safety": 0.0062,
                "operations": 0.0096
              },
              "confidence": 0.9534
            },
            "severity": {
              "type": "score",
              "score": 0.1244,
              "probabilities": {
                "0": 0.9012,
                "1": 0.0805,
                "2": 0.0111,
                "3": 0.0072
              },
              "confidence": 0.7584,
              "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": 407,
            "output_tokens": 0,
            "cost": 0.00009768
          }
        }
      }
    },
    {
      "caseId": "risk-19",
      "repeat": 3,
      "outcome": {
        "model": "jev",
        "measuredAt": "2026-10-08T09:30:24.842Z",
        "durationMs": 430,
        "status": "success",
        "result": {
          "id": "gen-dec-1791451824-ZehWox1HkgTY75OtYPiS",
          "model": "typesafe/jev-1.13-20260917",
          "provider": "TypeSafe",
          "answers": {
            "urgent": {
              "type": "noul",
              "noul": 0.05
            },
            "category": {
              "type": "choice",
              "choice": "security",
              "probabilities": {
                "safety": 0,
                "security": 1,
                "operations": 0
              },
              "confidence": 1
            },
            "severity": {
              "type": "score",
              "score": 0,
              "probabilities": {
                "0": 1,
                "1": 0,
                "2": 0,
                "3": 0
              },
              "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": 464,
            "output_tokens": 70,
            "cost": 0.000019488
          }
        }
      }
    },
    {
      "caseId": "risk-19",
      "repeat": 3,
      "outcome": {
        "model": "clef",
        "measuredAt": "2026-10-08T09:30:25.289Z",
        "durationMs": 604,
        "status": "success",
        "result": {
          "id": "gen-dec-1791451825-mPhX9Nq7pAUN10ZERYWC",
          "model": "cloudflare/clef",
          "provider": "Cloudflare",
          "answers": {
            "urgent": {
              "type": "noul",
              "noul": 0.0049
            },
            "category": {
              "type": "choice",
              "choice": "security",
              "probabilities": {
                "security": 0.9842,
                "safety": 0.0062,
                "operations": 0.0096
              },
              "confidence": 0.9534
            },
            "severity": {
              "type": "score",
              "score": 0.1244,
              "probabilities": {
                "0": 0.9012,
                "1": 0.0805,
                "2": 0.0111,
                "3": 0.0072
              },
              "confidence": 0.7584,
              "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": 407,
            "output_tokens": 0,
            "cost": 0.00009768
          }
        }
      }
    },
    {
      "caseId": "risk-19",
      "repeat": 3,
      "outcome": {
        "model": "clef-flash",
        "measuredAt": "2026-10-08T09:30:25.906Z",
        "durationMs": 491,
        "status": "success",
        "result": {
          "id": "gen-dec-1791451825-GFb9JPpVkTNq0qUTkti2",
          "model": "cloudflare/clef-flash",
          "provider": "Cloudflare",
          "answers": {
            "urgent": {
              "type": "noul",
              "noul": 0.0095
            },
            "category": {
              "type": "choice",
              "choice": "security",
              "probabilities": {
                "security": 0.9187,
                "safety": 0.0356,
                "operations": 0.0457
              },
              "confidence": 0.7711
            },
            "severity": {
              "type": "score",
              "score": 0.1064,
              "probabilities": {
                "0": 0.9444,
                "1": 0.0215,
                "2": 0.0175,
                "3": 0.0166
              },
              "confidence": 0.8572,
              "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": 407,
            "output_tokens": 0,
            "cost": 0.00003663
          }
        }
      }
    }
  ]
}
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