toolcall-verifier-classifier-production / hf_model /classifier_diagnostics.json
cowWhySo's picture
Add fine-tuned classifier checkpoint
2114010 verified
Raw
History Blame Contribute Delete
15 kB
{
"schema_version": "toolcall-verifier-classifier-diagnostics/v1",
"latest_failed_t4_fast_baseline": {
"test_macro_f1": 0.3716486037399564,
"test_valid_recall": 0.5279547062986554,
"test_wrong_tool_semantic_precision": 0.3870967741935484
},
"validation_gate_metrics": {
"rows": 11293,
"prediction_column": "pred_label",
"confidence_column": "confidence",
"false_objection_threshold": 0.9,
"valid_rows": 3928,
"valid_recall": 0.9814154786150713,
"valid_false_objection_at_0_90": {
"false_objections": 18,
"valid_rows": 3928,
"rate": 0.004582484725050916
},
"wrong_tool_semantic_precision": 0.9868630573248408,
"wrong_tool_semantic_predicted_rows": 2512,
"wrong_arguments_semantic_precision": 0.9890520694259012,
"wrong_arguments_semantic_predicted_rows": 3745,
"valid_to_wrong_arguments_semantic": {
"rows": 37,
"valid_rows": 3928,
"rate": 0.009419551934826884
},
"wrong_tool_to_wrong_arguments_semantic": {
"rows": 1,
"wrong_tool_rows": 2540,
"rate": 0.0003937007874015748
},
"needs_clarification_support": 41
},
"test_gate_metrics": {
"rows": 22370,
"prediction_column": "pred_label",
"confidence_column": "confidence",
"false_objection_threshold": 0.9,
"valid_rows": 7836,
"valid_recall": 0.9823889739663093,
"valid_false_objection_at_0_90": {
"false_objections": 52,
"valid_rows": 7836,
"rate": 0.006636038795303726
},
"wrong_tool_semantic_precision": 0.98904052936311,
"wrong_tool_semantic_predicted_rows": 4836,
"wrong_arguments_semantic_precision": 0.9878325979409012,
"wrong_arguments_semantic_predicted_rows": 7479,
"valid_to_wrong_arguments_semantic": {
"rows": 81,
"valid_rows": 7836,
"rate": 0.010336906584992343
},
"wrong_tool_to_wrong_arguments_semantic": {
"rows": 4,
"wrong_tool_rows": 4921,
"rate": 0.000812842918106076
},
"needs_clarification_support": 101
},
"validation_deployment_gate_metrics": {
"rows": 11293,
"prediction_column": "deployment_pred_label",
"confidence_column": "deployment_confidence",
"false_objection_threshold": null,
"valid_rows": 3928,
"valid_recall": 0.9989816700610998,
"valid_false_objection_deployment": {
"false_objections": 4,
"valid_rows": 3928,
"rate": 0.0010183299389002036
},
"wrong_tool_semantic_precision": 1.0,
"wrong_tool_semantic_predicted_rows": 2416,
"wrong_arguments_semantic_precision": 0.9988823693769209,
"wrong_arguments_semantic_predicted_rows": 3579,
"valid_to_wrong_arguments_semantic": {
"rows": 4,
"valid_rows": 3928,
"rate": 0.0010183299389002036
},
"wrong_tool_to_wrong_arguments_semantic": {
"rows": 0,
"wrong_tool_rows": 2540,
"rate": 0.0
},
"needs_clarification_support": 41
},
"test_deployment_gate_metrics": {
"rows": 22370,
"prediction_column": "deployment_pred_label",
"confidence_column": "deployment_confidence",
"false_objection_threshold": null,
"valid_rows": 7836,
"valid_recall": 0.9961715160796325,
"valid_false_objection_deployment": {
"false_objections": 30,
"valid_rows": 7836,
"rate": 0.0038284839203675345
},
"wrong_tool_semantic_precision": 0.998502353444587,
"wrong_tool_semantic_predicted_rows": 4674,
"wrong_arguments_semantic_precision": 0.9967890548652799,
"wrong_arguments_semantic_predicted_rows": 7163,
"valid_to_wrong_arguments_semantic": {
"rows": 23,
"valid_rows": 7836,
"rate": 0.00293517100561511
},
"wrong_tool_to_wrong_arguments_semantic": {
"rows": 0,
"wrong_tool_rows": 4921,
"rate": 0.0
},
"needs_clarification_support": 101
},
"validation_confusion_pairs": [
{
"true_label": "wrong_arguments_semantic",
"pred_label": "valid",
"source": "Salesforce/xlam-function-calling-60k",
"generator": "unknown",
"rows": 62
},
{
"true_label": "wrong_tool_semantic",
"pred_label": "valid",
"source": "Salesforce/xlam-function-calling-60k",
"generator": "unknown",
"rows": 40
},
{
"true_label": "valid",
"pred_label": "wrong_arguments_semantic",
"source": "Salesforce/xlam-function-calling-60k",
"generator": "unknown",
"rows": 31
},
{
"true_label": "valid",
"pred_label": "wrong_tool_semantic",
"source": "Team-ACE/ToolACE",
"generator": "unknown",
"rows": 19
},
{
"true_label": "wrong_tool_semantic",
"pred_label": "valid",
"source": "Team-ACE/ToolACE",
"generator": "unknown",
"rows": 18
},
{
"true_label": "needs_clarification",
"pred_label": "valid",
"source": "Salesforce/xlam-function-calling-60k",
"generator": "unknown",
"rows": 9
},
{
"true_label": "valid",
"pred_label": "wrong_tool_semantic",
"source": "Salesforce/xlam-function-calling-60k",
"generator": "unknown",
"rows": 8
},
{
"true_label": "wrong_arguments_semantic",
"pred_label": "valid",
"source": "Team-ACE/ToolACE",
"generator": "unknown",
"rows": 6
},
{
"true_label": "valid",
"pred_label": "wrong_arguments_semantic",
"source": "Team-ACE/ToolACE",
"generator": "unknown",
"rows": 5
},
{
"true_label": "wrong_arguments_semantic",
"pred_label": "valid",
"source": "forge_fixed_width_numeric",
"generator": "unknown",
"rows": 5
},
{
"true_label": "wrong_arguments_semantic",
"pred_label": "valid",
"source": "glaiveai/glaive-function-calling-v2",
"generator": "unknown",
"rows": 4
},
{
"true_label": "valid",
"pred_label": "tool_not_needed",
"source": "agent_training_hf",
"generator": "unknown",
"rows": 4
},
{
"true_label": "tool_not_needed",
"pred_label": "wrong_tool_semantic",
"source": "agent_training_hf",
"generator": "unknown",
"rows": 4
},
{
"true_label": "needs_clarification",
"pred_label": "valid",
"source": "Team-ACE/ToolACE",
"generator": "unknown",
"rows": 3
},
{
"true_label": "needs_clarification",
"pred_label": "wrong_arguments_semantic",
"source": "Salesforce/xlam-function-calling-60k",
"generator": "unknown",
"rows": 3
},
{
"true_label": "valid",
"pred_label": "needs_clarification",
"source": "Salesforce/xlam-function-calling-60k",
"generator": "unknown",
"rows": 3
},
{
"true_label": "wrong_arguments_semantic",
"pred_label": "wrong_tool_semantic",
"source": "Team-ACE/ToolACE",
"generator": "unknown",
"rows": 2
},
{
"true_label": "wrong_arguments_semantic",
"pred_label": "valid",
"source": "agent_training_hf",
"generator": "unknown",
"rows": 2
},
{
"true_label": "valid",
"pred_label": "needs_clarification",
"source": "glaiveai/glaive-function-calling-v2",
"generator": "unknown",
"rows": 1
},
{
"true_label": "needs_clarification",
"pred_label": "valid",
"source": "glaiveai/glaive-function-calling-v2",
"generator": "unknown",
"rows": 1
},
{
"true_label": "valid",
"pred_label": "needs_clarification",
"source": "Team-ACE/ToolACE",
"generator": "unknown",
"rows": 1
},
{
"true_label": "valid",
"pred_label": "wrong_arguments_semantic",
"source": "glaiveai/glaive-function-calling-v2",
"generator": "unknown",
"rows": 1
},
{
"true_label": "wrong_tool_semantic",
"pred_label": "tool_not_needed",
"source": "agent_training_hf",
"generator": "unknown",
"rows": 1
},
{
"true_label": "wrong_tool_semantic",
"pred_label": "valid",
"source": "glaiveai/glaive-function-calling-v2",
"generator": "unknown",
"rows": 1
},
{
"true_label": "wrong_tool_semantic",
"pred_label": "wrong_arguments_semantic",
"source": "Team-ACE/ToolACE",
"generator": "unknown",
"rows": 1
}
],
"test_confusion_pairs": [
{
"true_label": "wrong_arguments_semantic",
"pred_label": "valid",
"source": "Salesforce/xlam-function-calling-60k",
"generator": "unknown",
"rows": 126
},
{
"true_label": "wrong_tool_semantic",
"pred_label": "valid",
"source": "Salesforce/xlam-function-calling-60k",
"generator": "unknown",
"rows": 73
},
{
"true_label": "valid",
"pred_label": "wrong_arguments_semantic",
"source": "Salesforce/xlam-function-calling-60k",
"generator": "unknown",
"rows": 60
},
{
"true_label": "wrong_tool_semantic",
"pred_label": "valid",
"source": "Team-ACE/ToolACE",
"generator": "unknown",
"rows": 58
},
{
"true_label": "needs_clarification",
"pred_label": "valid",
"source": "Salesforce/xlam-function-calling-60k",
"generator": "unknown",
"rows": 30
},
{
"true_label": "valid",
"pred_label": "wrong_tool_semantic",
"source": "Team-ACE/ToolACE",
"generator": "unknown",
"rows": 29
},
{
"true_label": "valid",
"pred_label": "wrong_tool_semantic",
"source": "Salesforce/xlam-function-calling-60k",
"generator": "unknown",
"rows": 18
},
{
"true_label": "valid",
"pred_label": "wrong_arguments_semantic",
"source": "Team-ACE/ToolACE",
"generator": "unknown",
"rows": 16
},
{
"true_label": "wrong_arguments_semantic",
"pred_label": "valid",
"source": "Team-ACE/ToolACE",
"generator": "unknown",
"rows": 15
},
{
"true_label": "needs_clarification",
"pred_label": "valid",
"source": "Team-ACE/ToolACE",
"generator": "unknown",
"rows": 11
},
{
"true_label": "needs_clarification",
"pred_label": "valid",
"source": "glaiveai/glaive-function-calling-v2",
"generator": "unknown",
"rows": 9
},
{
"true_label": "needs_clarification",
"pred_label": "wrong_arguments_semantic",
"source": "Salesforce/xlam-function-calling-60k",
"generator": "unknown",
"rows": 5
},
{
"true_label": "wrong_arguments_semantic",
"pred_label": "valid",
"source": "glaiveai/glaive-function-calling-v2",
"generator": "unknown",
"rows": 5
},
{
"true_label": "valid",
"pred_label": "wrong_arguments_semantic",
"source": "glaiveai/glaive-function-calling-v2",
"generator": "unknown",
"rows": 4
},
{
"true_label": "wrong_arguments_semantic",
"pred_label": "wrong_tool_semantic",
"source": "Salesforce/xlam-function-calling-60k",
"generator": "unknown",
"rows": 2
},
{
"true_label": "valid",
"pred_label": "tool_not_needed",
"source": "agent_training_hf",
"generator": "unknown",
"rows": 2
},
{
"true_label": "valid",
"pred_label": "needs_clarification",
"source": "Salesforce/xlam-function-calling-60k",
"generator": "unknown",
"rows": 2
},
{
"true_label": "tool_not_needed",
"pred_label": "wrong_tool_semantic",
"source": "agent_training_hf",
"generator": "unknown",
"rows": 2
},
{
"true_label": "valid",
"pred_label": "needs_clarification",
"source": "Team-ACE/ToolACE",
"generator": "unknown",
"rows": 2
},
{
"true_label": "valid",
"pred_label": "needs_clarification",
"source": "glaiveai/glaive-function-calling-v2",
"generator": "unknown",
"rows": 2
},
{
"true_label": "wrong_tool_semantic",
"pred_label": "wrong_arguments_semantic",
"source": "Team-ACE/ToolACE",
"generator": "unknown",
"rows": 2
},
{
"true_label": "wrong_tool_semantic",
"pred_label": "valid",
"source": "glaiveai/glaive-function-calling-v2",
"generator": "unknown",
"rows": 2
},
{
"true_label": "wrong_arguments_semantic",
"pred_label": "needs_clarification",
"source": "Salesforce/xlam-function-calling-60k",
"generator": "unknown",
"rows": 2
},
{
"true_label": "wrong_tool_semantic",
"pred_label": "wrong_arguments_semantic",
"source": "Salesforce/xlam-function-calling-60k",
"generator": "unknown",
"rows": 2
},
{
"true_label": "tool_not_needed",
"pred_label": "valid",
"source": "agent_training_hf",
"generator": "unknown",
"rows": 1
},
{
"true_label": "needs_clarification",
"pred_label": "wrong_tool_semantic",
"source": "Team-ACE/ToolACE",
"generator": "unknown",
"rows": 1
},
{
"true_label": "needs_clarification",
"pred_label": "wrong_arguments_semantic",
"source": "Team-ACE/ToolACE",
"generator": "unknown",
"rows": 1
},
{
"true_label": "valid",
"pred_label": "tool_not_needed",
"source": "Team-ACE/ToolACE",
"generator": "unknown",
"rows": 1
},
{
"true_label": "valid",
"pred_label": "wrong_tool_semantic",
"source": "glaiveai/glaive-function-calling-v2",
"generator": "unknown",
"rows": 1
},
{
"true_label": "valid",
"pred_label": "wrong_arguments_semantic",
"source": "forge_trace",
"generator": "unknown",
"rows": 1
},
{
"true_label": "wrong_arguments_semantic",
"pred_label": "valid",
"source": "forge_fixed_width_numeric",
"generator": "unknown",
"rows": 1
},
{
"true_label": "wrong_arguments_semantic",
"pred_label": "tool_not_needed",
"source": "agent_training_hf",
"generator": "unknown",
"rows": 1
},
{
"true_label": "wrong_arguments_semantic",
"pred_label": "tool_not_needed",
"source": "Team-ACE/ToolACE",
"generator": "unknown",
"rows": 1
},
{
"true_label": "wrong_arguments_semantic",
"pred_label": "valid",
"source": "forge_error_recovery_numeric",
"generator": "unknown",
"rows": 1
},
{
"true_label": "wrong_arguments_semantic",
"pred_label": "valid",
"source": "agent_training_hf",
"generator": "unknown",
"rows": 1
},
{
"true_label": "wrong_tool_semantic",
"pred_label": "tool_not_needed",
"source": "Team-ACE/ToolACE",
"generator": "unknown",
"rows": 1
}
]
}