Text Classification
Transformers
ONNX
Safetensors
Rust
English
tool-use
function-calling
tool-calling
guardrails
verifier
shadow-mode
Instructions to use cowWhySo/toolcall-verifier-classifier-production with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use cowWhySo/toolcall-verifier-classifier-production with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="cowWhySo/toolcall-verifier-classifier-production")# Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("cowWhySo/toolcall-verifier-classifier-production", device_map="auto") - Notebooks
- Google Colab
- Kaggle
| { | |
| "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 | |
| } | |
| ] | |
| } |