HISTORICAL RECORD · 2026-10-08 · risk-07
An expired access token was revoked and no access occurred.
An expired access token was revoked and no access occurred.
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
| Model | Run 1 | Run 2 | Run 3 | Changed answer? |
|---|---|---|---|---|
| Clef | false | false | false | No |
| Clef-flash | false | false | false | No |
| Jev 1.13 | false | false | false | No |
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
| Model | Run 1 | Run 2 | Run 3 | Changed answer? |
|---|---|---|---|---|
| Clef | security | security | security | No |
| Clef-flash | security | security | security | No |
| Jev 1.13 | security | security | security | No |
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
| Model | Run 1 | Run 2 | Run 3 | Changed answer? |
|---|---|---|---|---|
| Clef | 0.5738Differs from reference | 0.5738Differs from reference | 0.5738Differs from reference | No |
| Clef-flash | 0.3876 | 0.3876 | 0.3876 | No |
| Jev 1.13 | 0.83Differs from reference | 0.82Differs from reference | 0.83Differs from reference | No |
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: 669 ms · $0.00009744
- Clef-flash · run 1: 491 ms · $0.00003654
- Jev 1.13 · run 1: 350 ms · $0.00001945
- Clef-flash · run 2: 389 ms · $0.00003654
- Jev 1.13 · run 2: 418 ms · $0.00001945
- Clef · run 2: 961 ms · $0.00009744
- Jev 1.13 · run 3: 357 ms · $0.00001945
- Clef · run 3: 729 ms · $0.00009744
- Clef-flash · run 3: 857 ms · $0.00003654
Full task, reference answers and raw recorded responses
{
"sample": {
"state": "An expired access token was revoked and no access occurred.",
"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": [
{
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"outcome": {
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"measuredAt": "2026-10-08T09:27:03.643Z",
"durationMs": 669,
"status": "success",
"result": {
"id": "gen-dec-1791451623-WANYxQPiyhDH2qTAsa0F",
"model": "cloudflare/clef",
"provider": "Cloudflare",
"answers": {
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"type": "noul",
"noul": 0.0121
},
"category": {
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"probabilities": {
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"safety": 0.0094,
"operations": 0.0311
},
"confidence": 0.8826
},
"severity": {
"type": "score",
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"probabilities": {
"0": 0.4568,
"1": 0.52,
"2": 0.0156,
"3": 0.0076
},
"confidence": 0.3059,
"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": {
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"output_tokens": 0,
"cost": 0.00009744
}
}
}
},
{
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"repeat": 1,
"outcome": {
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"durationMs": 491,
"status": "success",
"result": {
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"model": "cloudflare/clef-flash",
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"answers": {
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},
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"operations": 0.1028
},
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},
"severity": {
"type": "score",
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"probabilities": {
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"1": 0.3329,
"2": 0.0147,
"3": 0.0084
},
"confidence": 0.3677,
"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": {
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"output_tokens": 0,
"cost": 0.00003654
}
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},
{
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"outcome": {
"model": "jev",
"measuredAt": "2026-10-08T09:27:04.824Z",
"durationMs": 350,
"status": "success",
"result": {
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"model": "typesafe/jev-1.13-20260917",
"provider": "TypeSafe",
"answers": {
"urgent": {
"type": "noul",
"noul": 0.18
},
"category": {
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"probabilities": {
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"safety": 0,
"operations": 0
},
"confidence": 1
},
"severity": {
"type": "score",
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"probabilities": {
"0": 0.17,
"1": 0.83,
"2": 0,
"3": 0
},
"confidence": 0.83,
"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"
}
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{
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"outcome": {
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"measuredAt": "2026-10-08T09:28:33.528Z",
"durationMs": 389,
"status": "success",
"result": {
"id": "gen-dec-1791451713-lAjYwgnQf1EPJCks7LQu",
"model": "cloudflare/clef-flash",
"provider": "Cloudflare",
"answers": {
"urgent": {
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"noul": 0.0331
},
"category": {
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"probabilities": {
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"safety": 0.0341,
"operations": 0.1028
},
"confidence": 0.635
},
"severity": {
"type": "score",
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"probabilities": {
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"1": 0.3329,
"2": 0.0147,
"3": 0.0084
},
"confidence": 0.3677,
"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": {
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"output_tokens": 0,
"cost": 0.00003654
}
}
}
},
{
"caseId": "risk-07",
"repeat": 2,
"outcome": {
"model": "jev",
"measuredAt": "2026-10-08T09:28:33.930Z",
"durationMs": 418,
"status": "success",
"result": {
"id": "gen-dec-1791451713-FFTLvWtgLJSwWD0w3zps",
"model": "typesafe/jev-1.13-20260917",
"provider": "TypeSafe",
"answers": {
"urgent": {
"type": "noul",
"noul": 0.18
},
"category": {
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"probabilities": {
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"operations": 0
},
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},
"severity": {
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"probabilities": {
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"2": 0,
"3": 0
},
"confidence": 0.82,
"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"
}
}
},
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}
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}
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{
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"repeat": 2,
"outcome": {
"model": "clef",
"measuredAt": "2026-10-08T09:28:34.360Z",
"durationMs": 961,
"status": "success",
"result": {
"id": "gen-dec-1791451714-yzOJRP5EeyDDwztFfkHS",
"model": "cloudflare/clef",
"provider": "Cloudflare",
"answers": {
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},
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},
"severity": {
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"probabilities": {
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"2": 0.0156,
"3": 0.0076
},
"confidence": 0.3059,
"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": {
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}
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},
{
"caseId": "risk-07",
"repeat": 3,
"outcome": {
"model": "jev",
"measuredAt": "2026-10-08T09:30:05.328Z",
"durationMs": 357,
"status": "success",
"result": {
"id": "gen-dec-1791451805-fgDnXEMuFntXW9o3S4nN",
"model": "typesafe/jev-1.13-20260917",
"provider": "TypeSafe",
"answers": {
"urgent": {
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},
"category": {
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"probabilities": {
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"safety": 0,
"operations": 0
},
"confidence": 1
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"severity": {
"type": "score",
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"probabilities": {
"0": 0.17,
"1": 0.83,
"2": 0,
"3": 0
},
"confidence": 0.83,
"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"
}
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},
{
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"outcome": {
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"durationMs": 729,
"status": "success",
"result": {
"id": "gen-dec-1791451805-VPYoI3mEEndoBMYjCz62",
"model": "cloudflare/clef",
"provider": "Cloudflare",
"answers": {
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},
"category": {
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},
"severity": {
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"3": 0.0076
},
"confidence": 0.3059,
"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": {
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}
}
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},
{
"caseId": "risk-07",
"repeat": 3,
"outcome": {
"model": "clef-flash",
"measuredAt": "2026-10-08T09:30:06.448Z",
"durationMs": 857,
"status": "success",
"result": {
"id": "gen-dec-1791451806-hK8j4Qty61njuui8yJMg",
"model": "cloudflare/clef-flash",
"provider": "Cloudflare",
"answers": {
"urgent": {
"type": "noul",
"noul": 0.0331
},
"category": {
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"choice": "security",
"probabilities": {
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},
"confidence": 0.635
},
"severity": {
"type": "score",
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"probabilities": {
"0": 0.644,
"1": 0.3329,
"2": 0.0147,
"3": 0.0084
},
"confidence": 0.3677,
"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": {
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}
}
}
]
}