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
File size: 1,593 Bytes
2114010 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 | {
"schema_version": "toolcall-verifier-source-quality/v1",
"status": "sources_quarantined",
"min_source_rows_for_train": 25,
"auto_quarantine_low_support_sources": true,
"configured_quarantine_sources": [
"forge_argument_semantic",
"forge_contrastive_wts"
],
"low_support_sources": [
"forge_argument_semantic",
"forge_hard_negative",
"forge_synthetic"
],
"quarantined_sources": [
"forge_argument_semantic",
"forge_contrastive_wts",
"forge_hard_negative",
"forge_synthetic"
],
"source_counts_before": {
"Salesforce/xlam-function-calling-60k": 189303,
"glaiveai/glaive-function-calling-v2": 64543,
"Team-ACE/ToolACE": 28978,
"forge_error_recovery_protected": 2559,
"forge_fixed_width_numeric": 2096,
"forge_trace": 1297,
"agent_training_hf": 724,
"forge_error_recovery_numeric": 419,
"forge_augmented": 100,
"forge_contrastive_wts": 40,
"forge_hard_negative": 11,
"forge_argument_semantic": 6,
"forge_synthetic": 5
},
"source_counts_quarantined": {
"forge_contrastive_wts": 40,
"forge_hard_negative": 11,
"forge_argument_semantic": 6,
"forge_synthetic": 5
},
"label_counts_quarantined": {
"valid": 36,
"wrong_tool_semantic": 21,
"wrong_arguments_semantic": 5
},
"rows_before": 290081,
"rows_after": 290019,
"rows_quarantined": 62,
"quarantine_file": "/content/toolcall-verifier/data/source_quality_quarantine.jsonl",
"note": "Quarantined rows are exported for manual review or separate eval; they are not used for this training split."
} |