toolcall-verifier-classifier-production / hf_model /telemetry_diagnostics.json
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{
"schema_version": "toolcall-verifier-telemetry-diagnostics/v1",
"telemetry_only": true,
"used_for_training": false,
"notes": [
"Use these rows to diagnose false objections and dataset gaps.",
"Do not treat top-k telemetry from the current artifact as promotion evidence."
],
"files": [
{
"path": "/content/proxy_classifier_budget_8192.jsonl",
"kind": "proxy_classifier",
"rows": 1564,
"predicted_labels": {
"wrong_tool_semantic": 1292,
"valid": 188,
"wrong_arguments_semantic": 84
},
"actions": {
"shadow_only": 1376,
"allow": 188
},
"terminal_or_terminal_like": {
"rows": 405,
"predicted_labels": {
"wrong_tool_semantic": 343,
"valid": 38,
"wrong_arguments_semantic": 24
},
"tools": {
"get_skill_summary": 100,
"summarize": 59,
"respond": 54,
"submit_report": 40,
"report": 30,
"submit_hiring_decision": 22,
"present": 20,
"recommend": 20,
"diagnose": 20,
"submit_audit_report": 20,
"legacy_submit_audit": 20
}
},
"numeric_string_candidates": {
"rows": 51,
"predicted_labels": {
"wrong_tool_semantic": 50,
"valid": 1
},
"tools": {
"fetch": 50,
"submit_audit_report": 1
}
},
"fixed_width_numeric_candidates": {
"rows": 30,
"predicted_labels": {
"wrong_tool_semantic": 30
},
"tools": {
"fetch": 30
}
},
"non_valid_top_label_with_close_valid_margin": [
{
"tool": "submit_audit_report",
"label": "wrong_arguments_semantic",
"confidence": 0.34632304310798645,
"valid_confidence": 0.33387550711631775,
"margin": 0.012447535991668701,
"user_request": "Run our Q4 2024 expense audit. Flag any transaction of $5,000 or more from vendors NOT on our approved list. Submit the audit report with: comma-separated transaction IDs, total flagged amount in USD, and the vendor of the single largest flagged transaction.",
"candidate_call": {
"name": "submit_audit_report",
"arguments": {
"transaction_ids": "TX-1001,TX-1002,TX-1003,TX-1005,TX-1006,TX-1007,TX-1008,TX-1012",
"total_flagged_usd": "73160.00",
"top_vendor": "Wonka Industries"
}
}
},
{
"tool": "legacy_aggregate_subtotal",
"label": "wrong_tool_semantic",
"confidence": 0.4037249982357025,
"valid_confidence": 0.3830156922340393,
"margin": 0.020709306001663208,
"user_request": "Run a Q4 2024 (Oct 1 - Dec 31) compliance audit on Acme Corp (account ACC-12345). Pull the account balance and Q4 transactions, categorize at least one transaction, run a US-region compliance check for the period, calculate the subtotal of all transaction amounts in USD, and submit the audit report with keys: flagged_count (int), total_usd (str), compliance_status (str), txn_count (int).",
"candidate_call": {
"name": "legacy_aggregate_subtotal",
"arguments": {
"amounts": "5000.00|12500.00|8000.00"
}
}
},
{
"tool": "legacy_aggregate_subtotal",
"label": "wrong_tool_semantic",
"confidence": 0.4037249982357025,
"valid_confidence": 0.3830156922340393,
"margin": 0.020709306001663208,
"user_request": "Run a Q4 2024 (Oct 1 - Dec 31) compliance audit on Acme Corp (account ACC-12345). Pull the account balance and Q4 transactions, categorize at least one transaction, run a US-region compliance check for the period, calculate the subtotal of all transaction amounts in USD, and submit the audit report with keys: flagged_count (int), total_usd (str), compliance_status (str), txn_count (int).",
"candidate_call": {
"name": "legacy_aggregate_subtotal",
"arguments": {
"amounts": "5000.00|12500.00|8000.00"
}
}
},
{
"tool": "legacy_aggregate_subtotal",
"label": "wrong_tool_semantic",
"confidence": 0.4037249982357025,
"valid_confidence": 0.3830156922340393,
"margin": 0.020709306001663208,
"user_request": "Run a Q4 2024 (Oct 1 - Dec 31) compliance audit on Acme Corp (account ACC-12345). Pull the account balance and Q4 transactions, categorize at least one transaction, run a US-region compliance check for the period, calculate the subtotal of all transaction amounts in USD, and submit the audit report with keys: flagged_count (int), total_usd (str), compliance_status (str), txn_count (int).",
"candidate_call": {
"name": "legacy_aggregate_subtotal",
"arguments": {
"amounts": "5000.00|12500.00|8000.00"
}
}
},
{
"tool": "legacy_aggregate_subtotal",
"label": "wrong_tool_semantic",
"confidence": 0.4037249982357025,
"valid_confidence": 0.3830156922340393,
"margin": 0.020709306001663208,
"user_request": "Run a Q4 2024 (Oct 1 - Dec 31) compliance audit on Acme Corp (account ACC-12345). Pull the account balance and Q4 transactions, categorize at least one transaction, run a US-region compliance check for the period, calculate the subtotal of all transaction amounts in USD, and submit the audit report with keys: flagged_count (int), total_usd (str), compliance_status (str), txn_count (int).",
"candidate_call": {
"name": "legacy_aggregate_subtotal",
"arguments": {
"amounts": "5000.00|12500.00|8000.00"
}
}
},
{
"tool": "legacy_aggregate_subtotal",
"label": "wrong_tool_semantic",
"confidence": 0.4037249982357025,
"valid_confidence": 0.3830156922340393,
"margin": 0.020709306001663208,
"user_request": "Run a Q4 2024 (Oct 1 - Dec 31) compliance audit on Acme Corp (account ACC-12345). Pull the account balance and Q4 transactions, categorize at least one transaction, run a US-region compliance check for the period, calculate the subtotal of all transaction amounts in USD, and submit the audit report with keys: flagged_count (int), total_usd (str), compliance_status (str), txn_count (int).",
"candidate_call": {
"name": "legacy_aggregate_subtotal",
"arguments": {
"amounts": "5000.00|12500.00|8000.00"
}
}
},
{
"tool": "legacy_aggregate_subtotal",
"label": "wrong_tool_semantic",
"confidence": 0.4037249982357025,
"valid_confidence": 0.3830156922340393,
"margin": 0.020709306001663208,
"user_request": "Run a Q4 2024 (Oct 1 - Dec 31) compliance audit on Acme Corp (account ACC-12345). Pull the account balance and Q4 transactions, categorize at least one transaction, run a US-region compliance check for the period, calculate the subtotal of all transaction amounts in USD, and submit the audit report with keys: flagged_count (int), total_usd (str), compliance_status (str), txn_count (int).",
"candidate_call": {
"name": "legacy_aggregate_subtotal",
"arguments": {
"amounts": "5000.00|12500.00|8000.00"
}
}
},
{
"tool": "legacy_aggregate_subtotal",
"label": "wrong_tool_semantic",
"confidence": 0.4037249982357025,
"valid_confidence": 0.3830156922340393,
"margin": 0.020709306001663208,
"user_request": "Run a Q4 2024 (Oct 1 - Dec 31) compliance audit on Acme Corp (account ACC-12345). Pull the account balance and Q4 transactions, categorize at least one transaction, run a US-region compliance check for the period, calculate the subtotal of all transaction amounts in USD, and submit the audit report with keys: flagged_count (int), total_usd (str), compliance_status (str), txn_count (int).",
"candidate_call": {
"name": "legacy_aggregate_subtotal",
"arguments": {
"amounts": "5000.00|12500.00|8000.00"
}
}
},
{
"tool": "legacy_aggregate_subtotal",
"label": "wrong_tool_semantic",
"confidence": 0.4037249982357025,
"valid_confidence": 0.3830156922340393,
"margin": 0.020709306001663208,
"user_request": "Run a Q4 2024 (Oct 1 - Dec 31) compliance audit on Acme Corp (account ACC-12345). Pull the account balance and Q4 transactions, categorize at least one transaction, run a US-region compliance check for the period, calculate the subtotal of all transaction amounts in USD, and submit the audit report with keys: flagged_count (int), total_usd (str), compliance_status (str), txn_count (int).",
"candidate_call": {
"name": "legacy_aggregate_subtotal",
"arguments": {
"amounts": "5000.00|12500.00|8000.00"
}
}
},
{
"tool": "legacy_aggregate_subtotal",
"label": "wrong_tool_semantic",
"confidence": 0.4037249982357025,
"valid_confidence": 0.3830156922340393,
"margin": 0.020709306001663208,
"user_request": "Run a Q4 2024 (Oct 1 - Dec 31) compliance audit on Acme Corp (account ACC-12345). Pull the account balance and Q4 transactions, categorize at least one transaction, run a US-region compliance check for the period, calculate the subtotal of all transaction amounts in USD, and submit the audit report with keys: flagged_count (int), total_usd (str), compliance_status (str), txn_count (int).",
"candidate_call": {
"name": "legacy_aggregate_subtotal",
"arguments": {
"amounts": "5000.00|12500.00|8000.00"
}
}
},
{
"tool": "legacy_aggregate_subtotal",
"label": "wrong_tool_semantic",
"confidence": 0.4037249982357025,
"valid_confidence": 0.3830156922340393,
"margin": 0.020709306001663208,
"user_request": "Run a Q4 2024 (Oct 1 - Dec 31) compliance audit on Acme Corp (account ACC-12345). Pull the account balance and Q4 transactions, categorize at least one transaction, run a US-region compliance check for the period, calculate the subtotal of all transaction amounts in USD, and submit the audit report with keys: flagged_count (int), total_usd (str), compliance_status (str), txn_count (int).",
"candidate_call": {
"name": "legacy_aggregate_subtotal",
"arguments": {
"amounts": "5000.00|12500.00|8000.00"
}
}
},
{
"tool": "legacy_aggregate_subtotal",
"label": "wrong_tool_semantic",
"confidence": 0.4037249982357025,
"valid_confidence": 0.3830156922340393,
"margin": 0.020709306001663208,
"user_request": "Run a Q4 2024 (Oct 1 - Dec 31) compliance audit on Acme Corp (account ACC-12345). Pull the account balance and Q4 transactions, categorize at least one transaction, run a US-region compliance check for the period, calculate the subtotal of all transaction amounts in USD, and submit the audit report with keys: flagged_count (int), total_usd (str), compliance_status (str), txn_count (int).",
"candidate_call": {
"name": "legacy_aggregate_subtotal",
"arguments": {
"amounts": "5000.00|12500.00|8000.00"
}
}
},
{
"tool": "legacy_aggregate_subtotal",
"label": "wrong_tool_semantic",
"confidence": 0.4037249982357025,
"valid_confidence": 0.3830156922340393,
"margin": 0.020709306001663208,
"user_request": "Run a Q4 2024 (Oct 1 - Dec 31) compliance audit on Acme Corp (account ACC-12345). Pull the account balance and Q4 transactions, categorize at least one transaction, run a US-region compliance check for the period, calculate the subtotal of all transaction amounts in USD, and submit the audit report with keys: flagged_count (int), total_usd (str), compliance_status (str), txn_count (int).",
"candidate_call": {
"name": "legacy_aggregate_subtotal",
"arguments": {
"amounts": "5000.00|12500.00|8000.00"
}
}
},
{
"tool": "legacy_aggregate_subtotal",
"label": "wrong_tool_semantic",
"confidence": 0.4037249982357025,
"valid_confidence": 0.3830156922340393,
"margin": 0.020709306001663208,
"user_request": "Run a Q4 2024 (Oct 1 - Dec 31) compliance audit on Acme Corp (account ACC-12345). Pull the account balance and Q4 transactions, categorize at least one transaction, run a US-region compliance check for the period, calculate the subtotal of all transaction amounts in USD, and submit the audit report with keys: flagged_count (int), total_usd (str), compliance_status (str), txn_count (int).",
"candidate_call": {
"name": "legacy_aggregate_subtotal",
"arguments": {
"amounts": "5000.00|12500.00|8000.00"
}
}
},
{
"tool": "legacy_aggregate_subtotal",
"label": "wrong_tool_semantic",
"confidence": 0.4037249982357025,
"valid_confidence": 0.3830156922340393,
"margin": 0.020709306001663208,
"user_request": "Run a Q4 2024 (Oct 1 - Dec 31) compliance audit on Acme Corp (account ACC-12345). Pull the account balance and Q4 transactions, categorize at least one transaction, run a US-region compliance check for the period, calculate the subtotal of all transaction amounts in USD, and submit the audit report with keys: flagged_count (int), total_usd (str), compliance_status (str), txn_count (int).",
"candidate_call": {
"name": "legacy_aggregate_subtotal",
"arguments": {
"amounts": "5000.00|12500.00|8000.00"
}
}
},
{
"tool": "legacy_aggregate_subtotal",
"label": "wrong_tool_semantic",
"confidence": 0.4037249982357025,
"valid_confidence": 0.3830156922340393,
"margin": 0.020709306001663208,
"user_request": "Run a Q4 2024 (Oct 1 - Dec 31) compliance audit on Acme Corp (account ACC-12345). Pull the account balance and Q4 transactions, categorize at least one transaction, run a US-region compliance check for the period, calculate the subtotal of all transaction amounts in USD, and submit the audit report with keys: flagged_count (int), total_usd (str), compliance_status (str), txn_count (int).",
"candidate_call": {
"name": "legacy_aggregate_subtotal",
"arguments": {
"amounts": "5000.00|12500.00|8000.00"
}
}
},
{
"tool": "legacy_aggregate_subtotal",
"label": "wrong_tool_semantic",
"confidence": 0.4037249982357025,
"valid_confidence": 0.3830156922340393,
"margin": 0.020709306001663208,
"user_request": "Run a Q4 2024 (Oct 1 - Dec 31) compliance audit on Acme Corp (account ACC-12345). Pull the account balance and Q4 transactions, categorize at least one transaction, run a US-region compliance check for the period, calculate the subtotal of all transaction amounts in USD, and submit the audit report with keys: flagged_count (int), total_usd (str), compliance_status (str), txn_count (int).",
"candidate_call": {
"name": "legacy_aggregate_subtotal",
"arguments": {
"amounts": "5000.00|12500.00|8000.00"
}
}
},
{
"tool": "legacy_aggregate_subtotal",
"label": "wrong_tool_semantic",
"confidence": 0.4037249982357025,
"valid_confidence": 0.3830156922340393,
"margin": 0.020709306001663208,
"user_request": "Run a Q4 2024 (Oct 1 - Dec 31) compliance audit on Acme Corp (account ACC-12345). Pull the account balance and Q4 transactions, categorize at least one transaction, run a US-region compliance check for the period, calculate the subtotal of all transaction amounts in USD, and submit the audit report with keys: flagged_count (int), total_usd (str), compliance_status (str), txn_count (int).",
"candidate_call": {
"name": "legacy_aggregate_subtotal",
"arguments": {
"amounts": "5000.00|12500.00|8000.00"
}
}
},
{
"tool": "legacy_aggregate_subtotal",
"label": "wrong_tool_semantic",
"confidence": 0.4037249982357025,
"valid_confidence": 0.3830156922340393,
"margin": 0.020709306001663208,
"user_request": "Run a Q4 2024 (Oct 1 - Dec 31) compliance audit on Acme Corp (account ACC-12345). Pull the account balance and Q4 transactions, categorize at least one transaction, run a US-region compliance check for the period, calculate the subtotal of all transaction amounts in USD, and submit the audit report with keys: flagged_count (int), total_usd (str), compliance_status (str), txn_count (int).",
"candidate_call": {
"name": "legacy_aggregate_subtotal",
"arguments": {
"amounts": "5000.00|12500.00|8000.00"
}
}
},
{
"tool": "legacy_aggregate_subtotal",
"label": "wrong_tool_semantic",
"confidence": 0.4037249982357025,
"valid_confidence": 0.3830156922340393,
"margin": 0.020709306001663208,
"user_request": "Run a Q4 2024 (Oct 1 - Dec 31) compliance audit on Acme Corp (account ACC-12345). Pull the account balance and Q4 transactions, categorize at least one transaction, run a US-region compliance check for the period, calculate the subtotal of all transaction amounts in USD, and submit the audit report with keys: flagged_count (int), total_usd (str), compliance_status (str), txn_count (int).",
"candidate_call": {
"name": "legacy_aggregate_subtotal",
"arguments": {
"amounts": "5000.00|12500.00|8000.00"
}
}
},
{
"tool": "legacy_aggregate_subtotal",
"label": "wrong_tool_semantic",
"confidence": 0.4037249982357025,
"valid_confidence": 0.3830156922340393,
"margin": 0.020709306001663208,
"user_request": "Run a Q4 2024 (Oct 1 - Dec 31) compliance audit on Acme Corp (account ACC-12345). Pull the account balance and Q4 transactions, categorize at least one transaction, run a US-region compliance check for the period, calculate the subtotal of all transaction amounts in USD, and submit the audit report with keys: flagged_count (int), total_usd (str), compliance_status (str), txn_count (int).",
"candidate_call": {
"name": "legacy_aggregate_subtotal",
"arguments": {
"amounts": "5000.00|12500.00|8000.00"
}
}
},
{
"tool": "get_records",
"label": "wrong_tool_semantic",
"confidence": 0.3361436128616333,
"valid_confidence": 0.31428298354148865,
"margin": 0.021860629320144653,
"user_request": "Check drug interactions for patient John Doe's current medication.",
"candidate_call": {
"name": "get_records",
"arguments": {
"patient_id": "PT-7829"
}
}
},
{
"tool": "get_records",
"label": "wrong_tool_semantic",
"confidence": 0.3361436128616333,
"valid_confidence": 0.31428298354148865,
"margin": 0.021860629320144653,
"user_request": "Check drug interactions for patient John Doe's current medication.",
"candidate_call": {
"name": "get_records",
"arguments": {
"patient_id": "PT-7829"
}
}
},
{
"tool": "get_records",
"label": "wrong_tool_semantic",
"confidence": 0.3361436128616333,
"valid_confidence": 0.31428298354148865,
"margin": 0.021860629320144653,
"user_request": "Check drug interactions for patient John Doe's current medication.",
"candidate_call": {
"name": "get_records",
"arguments": {
"patient_id": "PT-7829"
}
}
},
{
"tool": "get_records",
"label": "wrong_tool_semantic",
"confidence": 0.3361436128616333,
"valid_confidence": 0.31428298354148865,
"margin": 0.021860629320144653,
"user_request": "Check drug interactions for patient John Doe's current medication.",
"candidate_call": {
"name": "get_records",
"arguments": {
"patient_id": "PT-7829"
}
}
}
]
},
{
"path": "/content/rust_smoke.jsonl",
"kind": "rust_smoke",
"rows": 30,
"classifier_scores": 69,
"predicted_labels": {
"wrong_tool_semantic": 66,
"valid": 2,
"wrong_arguments_semantic": 1
},
"successful_accurate_scores_as_valid_proxy": 62,
"valid_recall_proxy": 0.016129032258064516,
"valid_proxy_predicted_labels": {
"wrong_tool_semantic": 60,
"wrong_arguments_semantic": 1,
"valid": 1
},
"false_objection_tools": {
"summarize": 16,
"fetch_sales_data": 10,
"analyze_sales": 10,
"get_country_info": 9,
"report": 9,
"fetch": 7
},
"false_objection_scenarios": {
"sequential_3step": 29,
"basic_2step": 18,
"error_recovery": 14
},
"terminal_false_objection_tools": {
"summarize": 16,
"report": 9
},
"numeric_string_false_objection_tools": {
"fetch": 7,
"summarize": 7
},
"fixed_width_numeric_false_objection_tools": {
"fetch": 7,
"summarize": 7
}
}
]
}