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", device_map="auto") - Notebooks
- Google Colab
- Kaggle
| { | |
| "applied_threshold": 0.4, | |
| "recommended_threshold": 0.4, | |
| "results": [ | |
| { | |
| "combined": { | |
| "bad_allow_rate_on_safe_prompts": 0.0, | |
| "benchmark_fallback_rate": 0.6, | |
| "benchmark_intent_only_fallback_rate": 0.0, | |
| "benchmark_phase_only_fallback_rate": 0.5333, | |
| "fallback_responsibility": { | |
| "both": 0, | |
| "fallback_rate": 0.6, | |
| "intent_only": 0, | |
| "intent_share_of_threshold_fallbacks": 0.0, | |
| "phase_only": 5, | |
| "phase_share_of_threshold_fallbacks": 1.0, | |
| "policy_safe": 1 | |
| }, | |
| "false_fallback_rate_on_obvious_prompts": 0.3333, | |
| "obvious_prompt_count": 6, | |
| "safe_prompt_count": 4, | |
| "suite_outputs": [ | |
| { | |
| "decision_phase": "awareness", | |
| "expected_outcome": "pass", | |
| "failed_components": [], | |
| "fallback_applied": false, | |
| "input": "What is CRM software?", | |
| "intent_confidence": 0.8488, | |
| "intent_type": "informational", | |
| "phase_confidence": 0.4134 | |
| }, | |
| { | |
| "decision_phase": "research", | |
| "expected_outcome": "pass", | |
| "failed_components": [], | |
| "fallback_applied": false, | |
| "input": "Help me understand CRM basics", | |
| "intent_confidence": 0.4226, | |
| "intent_type": "informational", | |
| "phase_confidence": 0.2602 | |
| }, | |
| { | |
| "decision_phase": "consideration", | |
| "expected_outcome": "pass", | |
| "failed_components": [], | |
| "fallback_applied": false, | |
| "input": "HubSpot vs Zoho for a small team", | |
| "intent_confidence": 0.6819, | |
| "intent_type": "commercial", | |
| "phase_confidence": 0.3331 | |
| }, | |
| { | |
| "decision_phase": "decision", | |
| "expected_outcome": "pass", | |
| "failed_components": [], | |
| "fallback_applied": false, | |
| "input": "Which CRM should I buy for a 3-person startup?", | |
| "intent_confidence": 0.7691, | |
| "intent_type": "informational", | |
| "phase_confidence": 0.2879 | |
| }, | |
| { | |
| "decision_phase": "action", | |
| "expected_outcome": "pass", | |
| "failed_components": [ | |
| "decision_phase" | |
| ], | |
| "fallback_applied": true, | |
| "input": "Start my free trial", | |
| "intent_confidence": 0.5429, | |
| "intent_type": "transactional", | |
| "phase_confidence": 0.1875 | |
| }, | |
| { | |
| "decision_phase": "action", | |
| "expected_outcome": "pass", | |
| "failed_components": [ | |
| "decision_phase" | |
| ], | |
| "fallback_applied": true, | |
| "input": "Book a table for 2 tonight", | |
| "intent_confidence": 0.5284, | |
| "intent_type": "transactional", | |
| "phase_confidence": 0.1716 | |
| }, | |
| { | |
| "decision_phase": "support", | |
| "expected_outcome": "fallback", | |
| "failed_components": [], | |
| "fallback_applied": true, | |
| "input": "I cannot log into my account", | |
| "intent_confidence": 0.3314, | |
| "intent_type": "personal_reflection", | |
| "phase_confidence": 0.275 | |
| }, | |
| { | |
| "decision_phase": "action", | |
| "expected_outcome": "fallback", | |
| "failed_components": [ | |
| "decision_phase" | |
| ], | |
| "fallback_applied": true, | |
| "input": "go deeper", | |
| "intent_confidence": 0.6527, | |
| "intent_type": "ambiguous", | |
| "phase_confidence": 0.1638 | |
| }, | |
| { | |
| "decision_phase": "research", | |
| "expected_outcome": "fallback", | |
| "failed_components": [ | |
| "decision_phase" | |
| ], | |
| "fallback_applied": true, | |
| "input": "say more about that", | |
| "intent_confidence": 0.6538, | |
| "intent_type": "ambiguous", | |
| "phase_confidence": 0.1674 | |
| }, | |
| { | |
| "decision_phase": "awareness", | |
| "expected_outcome": "fallback", | |
| "failed_components": [ | |
| "decision_phase" | |
| ], | |
| "fallback_applied": true, | |
| "input": "what do you mean by that", | |
| "intent_confidence": 0.4595, | |
| "intent_type": "ambiguous", | |
| "phase_confidence": 0.1718 | |
| } | |
| ], | |
| "suite_path": "/Users/manikumargouni/Desktop/AdMesh/protocol/agentic-intent-classifier/examples/intent_threshold_sweep_suite.json" | |
| }, | |
| "head": { | |
| "ambiguous_bad_allow_rate": 0.1842, | |
| "ambiguous_prompt_count": 38, | |
| "obvious_false_fallback_rate": 0.0104, | |
| "obvious_prompt_count": 96, | |
| "safe_predicate_rate": 0.2917 | |
| }, | |
| "threshold": 0.0 | |
| }, | |
| { | |
| "combined": { | |
| "bad_allow_rate_on_safe_prompts": 0.0, | |
| "benchmark_fallback_rate": 0.6, | |
| "benchmark_intent_only_fallback_rate": 0.0, | |
| "benchmark_phase_only_fallback_rate": 0.5333, | |
| "fallback_responsibility": { | |
| "both": 0, | |
| "fallback_rate": 0.6, | |
| "intent_only": 0, | |
| "intent_share_of_threshold_fallbacks": 0.0, | |
| "phase_only": 5, | |
| "phase_share_of_threshold_fallbacks": 1.0, | |
| "policy_safe": 1 | |
| }, | |
| "false_fallback_rate_on_obvious_prompts": 0.3333, | |
| "obvious_prompt_count": 6, | |
| "safe_prompt_count": 4, | |
| "suite_outputs": [ | |
| { | |
| "decision_phase": "awareness", | |
| "expected_outcome": "pass", | |
| "failed_components": [], | |
| "fallback_applied": false, | |
| "input": "What is CRM software?", | |
| "intent_confidence": 0.8488, | |
| "intent_type": "informational", | |
| "phase_confidence": 0.4134 | |
| }, | |
| { | |
| "decision_phase": "research", | |
| "expected_outcome": "pass", | |
| "failed_components": [], | |
| "fallback_applied": false, | |
| "input": "Help me understand CRM basics", | |
| "intent_confidence": 0.4226, | |
| "intent_type": "informational", | |
| "phase_confidence": 0.2602 | |
| }, | |
| { | |
| "decision_phase": "consideration", | |
| "expected_outcome": "pass", | |
| "failed_components": [], | |
| "fallback_applied": false, | |
| "input": "HubSpot vs Zoho for a small team", | |
| "intent_confidence": 0.6819, | |
| "intent_type": "commercial", | |
| "phase_confidence": 0.3331 | |
| }, | |
| { | |
| "decision_phase": "decision", | |
| "expected_outcome": "pass", | |
| "failed_components": [], | |
| "fallback_applied": false, | |
| "input": "Which CRM should I buy for a 3-person startup?", | |
| "intent_confidence": 0.7691, | |
| "intent_type": "informational", | |
| "phase_confidence": 0.2879 | |
| }, | |
| { | |
| "decision_phase": "action", | |
| "expected_outcome": "pass", | |
| "failed_components": [ | |
| "decision_phase" | |
| ], | |
| "fallback_applied": true, | |
| "input": "Start my free trial", | |
| "intent_confidence": 0.5429, | |
| "intent_type": "transactional", | |
| "phase_confidence": 0.1875 | |
| }, | |
| { | |
| "decision_phase": "action", | |
| "expected_outcome": "pass", | |
| "failed_components": [ | |
| "decision_phase" | |
| ], | |
| "fallback_applied": true, | |
| "input": "Book a table for 2 tonight", | |
| "intent_confidence": 0.5284, | |
| "intent_type": "transactional", | |
| "phase_confidence": 0.1716 | |
| }, | |
| { | |
| "decision_phase": "support", | |
| "expected_outcome": "fallback", | |
| "failed_components": [], | |
| "fallback_applied": true, | |
| "input": "I cannot log into my account", | |
| "intent_confidence": 0.3314, | |
| "intent_type": "personal_reflection", | |
| "phase_confidence": 0.275 | |
| }, | |
| { | |
| "decision_phase": "action", | |
| "expected_outcome": "fallback", | |
| "failed_components": [ | |
| "decision_phase" | |
| ], | |
| "fallback_applied": true, | |
| "input": "go deeper", | |
| "intent_confidence": 0.6527, | |
| "intent_type": "ambiguous", | |
| "phase_confidence": 0.1638 | |
| }, | |
| { | |
| "decision_phase": "research", | |
| "expected_outcome": "fallback", | |
| "failed_components": [ | |
| "decision_phase" | |
| ], | |
| "fallback_applied": true, | |
| "input": "say more about that", | |
| "intent_confidence": 0.6538, | |
| "intent_type": "ambiguous", | |
| "phase_confidence": 0.1674 | |
| }, | |
| { | |
| "decision_phase": "awareness", | |
| "expected_outcome": "fallback", | |
| "failed_components": [ | |
| "decision_phase" | |
| ], | |
| "fallback_applied": true, | |
| "input": "what do you mean by that", | |
| "intent_confidence": 0.4595, | |
| "intent_type": "ambiguous", | |
| "phase_confidence": 0.1718 | |
| } | |
| ], | |
| "suite_path": "/Users/manikumargouni/Desktop/AdMesh/protocol/agentic-intent-classifier/examples/intent_threshold_sweep_suite.json" | |
| }, | |
| "head": { | |
| "ambiguous_bad_allow_rate": 0.1842, | |
| "ambiguous_prompt_count": 38, | |
| "obvious_false_fallback_rate": 0.0104, | |
| "obvious_prompt_count": 96, | |
| "safe_predicate_rate": 0.2917 | |
| }, | |
| "threshold": 0.1 | |
| }, | |
| { | |
| "combined": { | |
| "bad_allow_rate_on_safe_prompts": 0.0, | |
| "benchmark_fallback_rate": 0.6, | |
| "benchmark_intent_only_fallback_rate": 0.0, | |
| "benchmark_phase_only_fallback_rate": 0.5333, | |
| "fallback_responsibility": { | |
| "both": 0, | |
| "fallback_rate": 0.6, | |
| "intent_only": 0, | |
| "intent_share_of_threshold_fallbacks": 0.0, | |
| "phase_only": 5, | |
| "phase_share_of_threshold_fallbacks": 1.0, | |
| "policy_safe": 1 | |
| }, | |
| "false_fallback_rate_on_obvious_prompts": 0.3333, | |
| "obvious_prompt_count": 6, | |
| "safe_prompt_count": 4, | |
| "suite_outputs": [ | |
| { | |
| "decision_phase": "awareness", | |
| "expected_outcome": "pass", | |
| "failed_components": [], | |
| "fallback_applied": false, | |
| "input": "What is CRM software?", | |
| "intent_confidence": 0.8488, | |
| "intent_type": "informational", | |
| "phase_confidence": 0.4134 | |
| }, | |
| { | |
| "decision_phase": "research", | |
| "expected_outcome": "pass", | |
| "failed_components": [], | |
| "fallback_applied": false, | |
| "input": "Help me understand CRM basics", | |
| "intent_confidence": 0.4226, | |
| "intent_type": "informational", | |
| "phase_confidence": 0.2602 | |
| }, | |
| { | |
| "decision_phase": "consideration", | |
| "expected_outcome": "pass", | |
| "failed_components": [], | |
| "fallback_applied": false, | |
| "input": "HubSpot vs Zoho for a small team", | |
| "intent_confidence": 0.6819, | |
| "intent_type": "commercial", | |
| "phase_confidence": 0.3331 | |
| }, | |
| { | |
| "decision_phase": "decision", | |
| "expected_outcome": "pass", | |
| "failed_components": [], | |
| "fallback_applied": false, | |
| "input": "Which CRM should I buy for a 3-person startup?", | |
| "intent_confidence": 0.7691, | |
| "intent_type": "informational", | |
| "phase_confidence": 0.2879 | |
| }, | |
| { | |
| "decision_phase": "action", | |
| "expected_outcome": "pass", | |
| "failed_components": [ | |
| "decision_phase" | |
| ], | |
| "fallback_applied": true, | |
| "input": "Start my free trial", | |
| "intent_confidence": 0.5429, | |
| "intent_type": "transactional", | |
| "phase_confidence": 0.1875 | |
| }, | |
| { | |
| "decision_phase": "action", | |
| "expected_outcome": "pass", | |
| "failed_components": [ | |
| "decision_phase" | |
| ], | |
| "fallback_applied": true, | |
| "input": "Book a table for 2 tonight", | |
| "intent_confidence": 0.5284, | |
| "intent_type": "transactional", | |
| "phase_confidence": 0.1716 | |
| }, | |
| { | |
| "decision_phase": "support", | |
| "expected_outcome": "fallback", | |
| "failed_components": [], | |
| "fallback_applied": true, | |
| "input": "I cannot log into my account", | |
| "intent_confidence": 0.3314, | |
| "intent_type": "personal_reflection", | |
| "phase_confidence": 0.275 | |
| }, | |
| { | |
| "decision_phase": "action", | |
| "expected_outcome": "fallback", | |
| "failed_components": [ | |
| "decision_phase" | |
| ], | |
| "fallback_applied": true, | |
| "input": "go deeper", | |
| "intent_confidence": 0.6527, | |
| "intent_type": "ambiguous", | |
| "phase_confidence": 0.1638 | |
| }, | |
| { | |
| "decision_phase": "research", | |
| "expected_outcome": "fallback", | |
| "failed_components": [ | |
| "decision_phase" | |
| ], | |
| "fallback_applied": true, | |
| "input": "say more about that", | |
| "intent_confidence": 0.6538, | |
| "intent_type": "ambiguous", | |
| "phase_confidence": 0.1674 | |
| }, | |
| { | |
| "decision_phase": "awareness", | |
| "expected_outcome": "fallback", | |
| "failed_components": [ | |
| "decision_phase" | |
| ], | |
| "fallback_applied": true, | |
| "input": "what do you mean by that", | |
| "intent_confidence": 0.4595, | |
| "intent_type": "ambiguous", | |
| "phase_confidence": 0.1718 | |
| } | |
| ], | |
| "suite_path": "/Users/manikumargouni/Desktop/AdMesh/protocol/agentic-intent-classifier/examples/intent_threshold_sweep_suite.json" | |
| }, | |
| "head": { | |
| "ambiguous_bad_allow_rate": 0.1842, | |
| "ambiguous_prompt_count": 38, | |
| "obvious_false_fallback_rate": 0.0104, | |
| "obvious_prompt_count": 96, | |
| "safe_predicate_rate": 0.2917 | |
| }, | |
| "threshold": 0.15 | |
| }, | |
| { | |
| "combined": { | |
| "bad_allow_rate_on_safe_prompts": 0.0, | |
| "benchmark_fallback_rate": 0.6, | |
| "benchmark_intent_only_fallback_rate": 0.0, | |
| "benchmark_phase_only_fallback_rate": 0.5333, | |
| "fallback_responsibility": { | |
| "both": 0, | |
| "fallback_rate": 0.6, | |
| "intent_only": 0, | |
| "intent_share_of_threshold_fallbacks": 0.0, | |
| "phase_only": 5, | |
| "phase_share_of_threshold_fallbacks": 1.0, | |
| "policy_safe": 1 | |
| }, | |
| "false_fallback_rate_on_obvious_prompts": 0.3333, | |
| "obvious_prompt_count": 6, | |
| "safe_prompt_count": 4, | |
| "suite_outputs": [ | |
| { | |
| "decision_phase": "awareness", | |
| "expected_outcome": "pass", | |
| "failed_components": [], | |
| "fallback_applied": false, | |
| "input": "What is CRM software?", | |
| "intent_confidence": 0.8488, | |
| "intent_type": "informational", | |
| "phase_confidence": 0.4134 | |
| }, | |
| { | |
| "decision_phase": "research", | |
| "expected_outcome": "pass", | |
| "failed_components": [], | |
| "fallback_applied": false, | |
| "input": "Help me understand CRM basics", | |
| "intent_confidence": 0.4226, | |
| "intent_type": "informational", | |
| "phase_confidence": 0.2602 | |
| }, | |
| { | |
| "decision_phase": "consideration", | |
| "expected_outcome": "pass", | |
| "failed_components": [], | |
| "fallback_applied": false, | |
| "input": "HubSpot vs Zoho for a small team", | |
| "intent_confidence": 0.6819, | |
| "intent_type": "commercial", | |
| "phase_confidence": 0.3331 | |
| }, | |
| { | |
| "decision_phase": "decision", | |
| "expected_outcome": "pass", | |
| "failed_components": [], | |
| "fallback_applied": false, | |
| "input": "Which CRM should I buy for a 3-person startup?", | |
| "intent_confidence": 0.7691, | |
| "intent_type": "informational", | |
| "phase_confidence": 0.2879 | |
| }, | |
| { | |
| "decision_phase": "action", | |
| "expected_outcome": "pass", | |
| "failed_components": [ | |
| "decision_phase" | |
| ], | |
| "fallback_applied": true, | |
| "input": "Start my free trial", | |
| "intent_confidence": 0.5429, | |
| "intent_type": "transactional", | |
| "phase_confidence": 0.1875 | |
| }, | |
| { | |
| "decision_phase": "action", | |
| "expected_outcome": "pass", | |
| "failed_components": [ | |
| "decision_phase" | |
| ], | |
| "fallback_applied": true, | |
| "input": "Book a table for 2 tonight", | |
| "intent_confidence": 0.5284, | |
| "intent_type": "transactional", | |
| "phase_confidence": 0.1716 | |
| }, | |
| { | |
| "decision_phase": "support", | |
| "expected_outcome": "fallback", | |
| "failed_components": [], | |
| "fallback_applied": true, | |
| "input": "I cannot log into my account", | |
| "intent_confidence": 0.3314, | |
| "intent_type": "personal_reflection", | |
| "phase_confidence": 0.275 | |
| }, | |
| { | |
| "decision_phase": "action", | |
| "expected_outcome": "fallback", | |
| "failed_components": [ | |
| "decision_phase" | |
| ], | |
| "fallback_applied": true, | |
| "input": "go deeper", | |
| "intent_confidence": 0.6527, | |
| "intent_type": "ambiguous", | |
| "phase_confidence": 0.1638 | |
| }, | |
| { | |
| "decision_phase": "research", | |
| "expected_outcome": "fallback", | |
| "failed_components": [ | |
| "decision_phase" | |
| ], | |
| "fallback_applied": true, | |
| "input": "say more about that", | |
| "intent_confidence": 0.6538, | |
| "intent_type": "ambiguous", | |
| "phase_confidence": 0.1674 | |
| }, | |
| { | |
| "decision_phase": "awareness", | |
| "expected_outcome": "fallback", | |
| "failed_components": [ | |
| "decision_phase" | |
| ], | |
| "fallback_applied": true, | |
| "input": "what do you mean by that", | |
| "intent_confidence": 0.4595, | |
| "intent_type": "ambiguous", | |
| "phase_confidence": 0.1718 | |
| } | |
| ], | |
| "suite_path": "/Users/manikumargouni/Desktop/AdMesh/protocol/agentic-intent-classifier/examples/intent_threshold_sweep_suite.json" | |
| }, | |
| "head": { | |
| "ambiguous_bad_allow_rate": 0.1842, | |
| "ambiguous_prompt_count": 38, | |
| "obvious_false_fallback_rate": 0.0104, | |
| "obvious_prompt_count": 96, | |
| "safe_predicate_rate": 0.2917 | |
| }, | |
| "threshold": 0.2 | |
| }, | |
| { | |
| "combined": { | |
| "bad_allow_rate_on_safe_prompts": 0.0, | |
| "benchmark_fallback_rate": 0.6, | |
| "benchmark_intent_only_fallback_rate": 0.0, | |
| "benchmark_phase_only_fallback_rate": 0.5333, | |
| "fallback_responsibility": { | |
| "both": 0, | |
| "fallback_rate": 0.6, | |
| "intent_only": 0, | |
| "intent_share_of_threshold_fallbacks": 0.0, | |
| "phase_only": 5, | |
| "phase_share_of_threshold_fallbacks": 1.0, | |
| "policy_safe": 1 | |
| }, | |
| "false_fallback_rate_on_obvious_prompts": 0.3333, | |
| "obvious_prompt_count": 6, | |
| "safe_prompt_count": 4, | |
| "suite_outputs": [ | |
| { | |
| "decision_phase": "awareness", | |
| "expected_outcome": "pass", | |
| "failed_components": [], | |
| "fallback_applied": false, | |
| "input": "What is CRM software?", | |
| "intent_confidence": 0.8488, | |
| "intent_type": "informational", | |
| "phase_confidence": 0.4134 | |
| }, | |
| { | |
| "decision_phase": "research", | |
| "expected_outcome": "pass", | |
| "failed_components": [], | |
| "fallback_applied": false, | |
| "input": "Help me understand CRM basics", | |
| "intent_confidence": 0.4226, | |
| "intent_type": "informational", | |
| "phase_confidence": 0.2602 | |
| }, | |
| { | |
| "decision_phase": "consideration", | |
| "expected_outcome": "pass", | |
| "failed_components": [], | |
| "fallback_applied": false, | |
| "input": "HubSpot vs Zoho for a small team", | |
| "intent_confidence": 0.6819, | |
| "intent_type": "commercial", | |
| "phase_confidence": 0.3331 | |
| }, | |
| { | |
| "decision_phase": "decision", | |
| "expected_outcome": "pass", | |
| "failed_components": [], | |
| "fallback_applied": false, | |
| "input": "Which CRM should I buy for a 3-person startup?", | |
| "intent_confidence": 0.7691, | |
| "intent_type": "informational", | |
| "phase_confidence": 0.2879 | |
| }, | |
| { | |
| "decision_phase": "action", | |
| "expected_outcome": "pass", | |
| "failed_components": [ | |
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| 0.25, | |
| 0.3, | |
| 0.35, | |
| 0.4, | |
| 0.45 | |
| ] | |
| } | |