Text Classification
Transformers
ONNX
Safetensors
English
distilbert
intent-classification
multitask
iab
conversational-ai
adtech
calibrated-confidence
text-embeddings-inference
Instructions to use admesh/agentic-intent-classifier with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use admesh/agentic-intent-classifier with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="admesh/agentic-intent-classifier")# Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("admesh/agentic-intent-classifier", dtype="auto") - Notebooks
- Google Colab
- Kaggle
| [ | |
| { | |
| "input": "What is CRM software?", | |
| "why_it_matters": "Pure informational awareness example.", | |
| "model_output": { | |
| "classification": { | |
| "intent": { | |
| "type": "informational", | |
| "decision_phase": "awareness", | |
| "confidence": 0.345, | |
| "commercial_score": 0.13, | |
| "summary": "Classified as informational intent in the awareness phase." | |
| } | |
| }, | |
| "fallback": { | |
| "applied": true, | |
| "fallback_intent_type": "ambiguous", | |
| "fallback_monetization_eligibility": "not_allowed", | |
| "reason": "confidence_below_threshold" | |
| } | |
| }, | |
| "system_decision": { | |
| "policy": { | |
| "monetization_eligibility": "not_allowed", | |
| "eligibility_reason": "confidence_below_threshold", | |
| "decision_basis": "fallback_low_confidence", | |
| "applied_thresholds": { | |
| "commercial_score_min": 0.6, | |
| "confidence_min": 0.45 | |
| }, | |
| "sensitivity": "medium", | |
| "regulated_vertical": false | |
| }, | |
| "opportunity": { | |
| "type": "none", | |
| "strength": "low" | |
| }, | |
| "intent_trajectory": [ | |
| "awareness" | |
| ] | |
| } | |
| }, | |
| { | |
| "input": "HubSpot vs Zoho for a small team", | |
| "why_it_matters": "Commercial comparison in the middle of the buying journey.", | |
| "model_output": { | |
| "classification": { | |
| "intent": { | |
| "type": "commercial", | |
| "decision_phase": "consideration", | |
| "confidence": 0.2854, | |
| "commercial_score": 0.73, | |
| "summary": "Classified as commercial intent in the consideration phase." | |
| } | |
| }, | |
| "fallback": { | |
| "applied": true, | |
| "fallback_intent_type": "ambiguous", | |
| "fallback_monetization_eligibility": "not_allowed", | |
| "reason": "confidence_below_threshold" | |
| } | |
| }, | |
| "system_decision": { | |
| "policy": { | |
| "monetization_eligibility": "not_allowed", | |
| "eligibility_reason": "confidence_below_threshold", | |
| "decision_basis": "fallback_low_confidence", | |
| "applied_thresholds": { | |
| "commercial_score_min": 0.6, | |
| "confidence_min": 0.45 | |
| }, | |
| "sensitivity": "medium", | |
| "regulated_vertical": false | |
| }, | |
| "opportunity": { | |
| "type": "none", | |
| "strength": "low" | |
| }, | |
| "intent_trajectory": [ | |
| "consideration" | |
| ] | |
| } | |
| }, | |
| { | |
| "input": "Which CRM should I buy for a 3-person startup?", | |
| "why_it_matters": "Decision-stage buying query that still shows conservative fallback behavior.", | |
| "model_output": { | |
| "classification": { | |
| "intent": { | |
| "type": "informational", | |
| "decision_phase": "decision", | |
| "confidence": 0.2538, | |
| "commercial_score": 0.43, | |
| "summary": "Classified as informational intent in the decision phase." | |
| } | |
| }, | |
| "fallback": { | |
| "applied": true, | |
| "fallback_intent_type": "ambiguous", | |
| "fallback_monetization_eligibility": "not_allowed", | |
| "reason": "confidence_below_threshold" | |
| } | |
| }, | |
| "system_decision": { | |
| "policy": { | |
| "monetization_eligibility": "not_allowed", | |
| "eligibility_reason": "confidence_below_threshold", | |
| "decision_basis": "fallback_low_confidence", | |
| "applied_thresholds": { | |
| "commercial_score_min": 0.6, | |
| "confidence_min": 0.45 | |
| }, | |
| "sensitivity": "medium", | |
| "regulated_vertical": false | |
| }, | |
| "opportunity": { | |
| "type": "none", | |
| "strength": "low" | |
| }, | |
| "intent_trajectory": [ | |
| "decision" | |
| ] | |
| } | |
| }, | |
| { | |
| "input": "Start my free trial", | |
| "why_it_matters": "Action-stage transactional example.", | |
| "model_output": { | |
| "classification": { | |
| "intent": { | |
| "type": "transactional", | |
| "decision_phase": "action", | |
| "confidence": 0.1778, | |
| "commercial_score": 0.97, | |
| "summary": "Classified as transactional intent in the action phase." | |
| } | |
| }, | |
| "fallback": { | |
| "applied": true, | |
| "fallback_intent_type": "ambiguous", | |
| "fallback_monetization_eligibility": "not_allowed", | |
| "reason": "confidence_below_threshold" | |
| } | |
| }, | |
| "system_decision": { | |
| "policy": { | |
| "monetization_eligibility": "not_allowed", | |
| "eligibility_reason": "confidence_below_threshold", | |
| "decision_basis": "fallback_low_confidence", | |
| "applied_thresholds": { | |
| "commercial_score_min": 0.6, | |
| "confidence_min": 0.45 | |
| }, | |
| "sensitivity": "medium", | |
| "regulated_vertical": false | |
| }, | |
| "opportunity": { | |
| "type": "none", | |
| "strength": "low" | |
| }, | |
| "intent_trajectory": [ | |
| "action" | |
| ] | |
| } | |
| }, | |
| { | |
| "input": "I cannot log into my account", | |
| "why_it_matters": "Support-like case that should fail safe and block monetization.", | |
| "model_output": { | |
| "classification": { | |
| "intent": { | |
| "type": "personal_reflection", | |
| "decision_phase": "support", | |
| "confidence": 0.2429, | |
| "commercial_score": 0.0, | |
| "summary": "Classified as personal_reflection intent in the support phase." | |
| } | |
| }, | |
| "fallback": { | |
| "applied": true, | |
| "fallback_intent_type": "personal_reflection", | |
| "fallback_monetization_eligibility": "not_allowed", | |
| "reason": "policy_default" | |
| } | |
| }, | |
| "system_decision": { | |
| "policy": { | |
| "monetization_eligibility": "not_allowed", | |
| "eligibility_reason": "policy_default", | |
| "decision_basis": "fallback_low_confidence", | |
| "applied_thresholds": { | |
| "commercial_score_min": 0.6, | |
| "confidence_min": 0.45 | |
| }, | |
| "sensitivity": "high", | |
| "regulated_vertical": false | |
| }, | |
| "opportunity": { | |
| "type": "none", | |
| "strength": "low" | |
| }, | |
| "intent_trajectory": [ | |
| "support" | |
| ] | |
| } | |
| } | |
| ] | |