HISTORICAL RECORD · 2026-10-08 · invoice-15
Taxi ride $30; invoice date is missing.
Taxi ride $30; invoice date is missing.
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 invoice need review because any required field is missing, supplier or banking details are unverified, or fraud is confirmed?
Reference: true
| Model | Run 1 | Run 2 | Run 3 | Changed answer? |
|---|---|---|---|---|
| Clef | true | true | true | No |
| Clef-flash | true | true | true | No |
| Jev 1.13 | true | true | true | 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
Classify the purchased item.
Reference: travel
- hardware: Physical computers, printers, monitors or servers
- software: Software licenses, applications or cloud storage subscriptions
- services: Professional or contractor work
- travel: Transport, accommodation or taxi expenses
| Model | Run 1 | Run 2 | Run 3 | Changed answer? |
|---|---|---|---|---|
| Clef | travel | travel | travel | No |
| Clef-flash | travel | travel | travel | No |
| Jev 1.13 | travel | travel | travel | 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 invoice risk from the stated evidence.
Reference: 1
- 0: Complete invoice with no reported issue
- 1: A required invoice field is missing
- 2: Supplier identity or banking details are unverified
- 3: Fraud, forgery or fabrication is confirmed
| Model | Run 1 | Run 2 | Run 3 | Changed answer? |
|---|---|---|---|---|
| Clef | 1.011 | 1.011 | 1.011 | No |
| Clef-flash | 1.0457 | 1.0457 | 1.0457 | No |
| Jev 1.13 | 1 | 1 | 1 | 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: 475 ms · $0.00009936
- Clef-flash · run 1: 459 ms · $0.00003726
- Jev 1.13 · run 1: 374 ms · $0.00001966
- Clef-flash · run 2: 452 ms · $0.00003726
- Jev 1.13 · run 2: 324 ms · $0.00001966
- Clef · run 2: 542 ms · $0.00009936
- Jev 1.13 · run 3: 401 ms · $0.00001966
- Clef · run 3: 685 ms · $0.00009936
- Clef-flash · run 3: 456 ms · $0.00003726
Full task, reference answers and raw recorded responses
{
"sample": {
"state": "Taxi ride $30; invoice date is missing.",
"questions": {
"urgent": {
"type": "noul",
"instructions": "Does this invoice need review because any required field is missing, supplier or banking details are unverified, or fraud is confirmed?"
},
"category": {
"type": "choice",
"instructions": "Classify the purchased item.",
"criteria": {
"hardware": "Physical computers, printers, monitors or servers",
"software": "Software licenses, applications or cloud storage subscriptions",
"services": "Professional or contractor work",
"travel": "Transport, accommodation or taxi expenses"
}
},
"severity": {
"type": "score",
"instructions": "Rate invoice risk from the stated evidence.",
"criteria": [
"Complete invoice with no reported issue",
"A required invoice field is missing",
"Supplier identity or banking details are unverified",
"Fraud, forgery or fabrication is confirmed"
]
}
}
},
"reference": {
"urgent": true,
"category": "travel",
"severity": 1
},
"runs": [
{
"caseId": "invoice-15",
"repeat": 1,
"outcome": {
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"measuredAt": "2026-10-08T09:26:45.685Z",
"durationMs": 475,
"status": "success",
"result": {
"id": "gen-dec-1791451605-I0DDBro1tVHxdW9yGjSH",
"model": "cloudflare/clef",
"provider": "Cloudflare",
"answers": {
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},
"category": {
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"probabilities": {
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"software": 0.0038,
"services": 0.0443,
"travel": 0.9475
},
"confidence": 0.8663
},
"severity": {
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"probabilities": {
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"2": 0.0071,
"3": 0.0052
},
"confidence": 0.9499,
"legend": {
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"1": "A required invoice field is missing",
"2": "Supplier identity or banking details are unverified",
"3": "Fraud, forgery or fabrication is confirmed"
}
}
},
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}
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"travel": 0.9629
},
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},
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"2": 0.0222,
"3": 0.023
},
"confidence": 0.8274,
"legend": {
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"3": "Fraud, forgery or fabrication is confirmed"
}
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{
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},
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"severity": {
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"legend": {
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"3": "Fraud, forgery or fabrication is confirmed"
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{
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"measuredAt": "2026-10-08T09:28:16.074Z",
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"status": "success",
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},
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"travel": 0.9629
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"severity": {
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"2": 0.0222,
"3": 0.023
},
"confidence": 0.8274,
"legend": {
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"1": "A required invoice field is missing",
"2": "Supplier identity or banking details are unverified",
"3": "Fraud, forgery or fabrication is confirmed"
}
}
},
"usage": {
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"output_tokens": 0,
"cost": 0.00003726
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},
{
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"repeat": 2,
"outcome": {
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"measuredAt": "2026-10-08T09:28:16.539Z",
"durationMs": 324,
"status": "success",
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},
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{
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{
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"probabilities": {
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"legend": {
"0": "Complete invoice with no reported issue",
"1": "A required invoice field is missing",
"2": "Supplier identity or banking details are unverified",
"3": "Fraud, forgery or fabrication is confirmed"
}
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{
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{
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"legend": {
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"3": "Fraud, forgery or fabrication is confirmed"
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]
}