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
| {"intent_subtype": "task_execution", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "Approve the model deployment"} | |
| {"intent_subtype": "product_discovery", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "Best MLOps platform for startup teams"} | |
| {"intent_subtype": "product_discovery", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "Best no code tool for text labeling"} | |
| {"intent_subtype": "product_discovery", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "Best sentence embedding model for search"} | |
| {"decision_phase": "consideration", "intent_subtype": "comparison", "source_heads": ["decision_phase"], "source_splits": ["test"], "text": "Compare AI search monetization platforms for publishers"} | |
| {"intent_subtype": "comparison", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "Compare OpenAI embeddings and Sentence Transformers"} | |
| {"intent_subtype": "task_execution", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "Create a Hugging Face model repo"} | |
| {"decision_phase": "research", "intent_subtype": "education", "source_heads": ["decision_phase"], "source_splits": ["test"], "text": "Explain the basics of customer onboarding"} | |
| {"intent_subtype": "follow_up", "intent_type": "chit_chat", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "Good morning, how are things"} | |
| {"decision_phase": "research", "intent_subtype": "education", "source_heads": ["decision_phase"], "source_splits": ["test"], "text": "Help me understand how CRM tools work for startups"} | |
| {"intent_subtype": "follow_up", "intent_type": "prohibited", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "How do I bypass account security checks"} | |
| {"decision_phase": "support", "intent_subtype": "troubleshooting", "intent_type": "support", "source_heads": ["decision_phase", "intent_type"], "source_splits": ["test"], "text": "How do I recover deleted contacts?"} | |
| {"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "source_heads": ["decision_phase"], "source_splits": ["test"], "text": "How do I set goals for our first month using this tool?"} | |
| {"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "source_heads": ["decision_phase"], "source_splits": ["test"], "text": "How do I set up user permissions after we subscribe?"} | |
| {"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "How do sequence classification models work?"} | |
| {"decision_phase": "research", "intent_subtype": "education", "intent_type": "informational", "source_heads": ["decision_phase", "intent_type"], "source_splits": ["test"], "text": "How does buying a used car work?"} | |
| {"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "How does prompt wording affect user intent?"} | |
| {"decision_phase": "decision", "intent_subtype": "provider_selection", "source_heads": ["decision_phase"], "source_splits": ["test"], "text": "HubSpot or Pipedrive for our team right now?"} | |
| {"intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "I am concerned that transactional and ambiguous overlap"} | |
| {"intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "I am exhausted from hand labeling so many examples"} | |
| {"intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "I am happy that the obvious cases are working"} | |
| {"intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "I feel confused about where pricing questions belong"} | |
| {"intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "I feel optimistic now that the predictions make more sense"} | |
| {"decision_phase": "decision", "intent_subtype": "provider_selection", "source_heads": ["decision_phase"], "source_splits": ["test"], "text": "Is this the right time to switch from spreadsheets to a CRM?"} | |
| {"intent_subtype": "task_execution", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "Open the annotation dashboard"} | |
| {"decision_phase": "action", "intent_subtype": "booking", "intent_type": "transactional", "source_heads": ["decision_phase", "intent_type"], "source_splits": ["test"], "text": "Reserve a test drive for tomorrow"} | |
| {"decision_phase": "action", "intent_subtype": "booking", "source_heads": ["decision_phase"], "source_splits": ["test"], "text": "Reserve my seat for the webinar"} | |
| {"intent_subtype": "task_execution", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "Schedule the retraining pipeline"} | |
| {"intent_subtype": "task_execution", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "Send me the benchmark report"} | |
| {"decision_phase": "decision", "intent_subtype": "provider_selection", "source_heads": ["decision_phase"], "source_splits": ["test"], "text": "Should I choose HubSpot or Pipedrive for our team?"} | |
| {"decision_phase": "action", "intent_subtype": "signup", "source_heads": ["decision_phase"], "source_splits": ["test"], "text": "Subscribe me to the product updates"} | |
| {"decision_phase": "research", "intent_subtype": "education", "source_heads": ["decision_phase"], "source_splits": ["test"], "text": "Teach me the basics of CRM for a small team"} | |
| {"decision_phase": "support", "intent_subtype": "troubleshooting", "intent_type": "support", "source_heads": ["decision_phase", "intent_type"], "source_splits": ["test"], "text": "The API is returning errors"} | |
| {"decision_phase": "support", "intent_subtype": "account_help", "intent_type": "support", "source_heads": ["decision_phase", "intent_type"], "source_splits": ["test"], "text": "The login code never arrived"} | |
| {"decision_phase": "support", "intent_subtype": "account_help", "source_heads": ["decision_phase"], "source_splits": ["test"], "text": "The login form keeps rejecting my credentials"} | |
| {"decision_phase": "consideration", "intent_subtype": "product_discovery", "source_heads": ["decision_phase"], "source_splits": ["test"], "text": "What CRM platforms should a real estate team consider?"} | |
| {"decision_phase": "consideration", "intent_subtype": "product_discovery", "source_heads": ["decision_phase"], "source_splits": ["test"], "text": "What are the best CRM candidates for a growing startup?"} | |
| {"intent_subtype": "product_discovery", "intent_type": "exploratory", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "What desktop options should I explore for gaming?"} | |
| {"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "What does an ambiguous intent label mean?"} | |
| {"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "What does confidence score mean in a classifier?"} | |
| {"decision_phase": "awareness", "intent_subtype": "education", "source_heads": ["decision_phase"], "source_splits": ["test"], "text": "What is CRM software used for in a small business?"} | |
| {"decision_phase": "awareness", "intent_subtype": "education", "source_heads": ["decision_phase"], "source_splits": ["test"], "text": "What is a CRM used for?"} | |
| {"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "What is the role of a validation set?"} | |
| {"decision_phase": "consideration", "intent_subtype": "product_discovery", "source_heads": ["decision_phase"], "source_splits": ["test"], "text": "What kinds of CRM are best for consultants?"} | |
| {"decision_phase": "awareness", "intent_subtype": "education", "source_heads": ["decision_phase"], "source_splits": ["test"], "text": "What problems does CRM solve?"} | |
| {"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "source_heads": ["decision_phase"], "source_splits": ["test"], "text": "What should I do first after creating my workspace?"} | |
| {"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "source_heads": ["decision_phase"], "source_splits": ["test"], "text": "What should we do first after buying this platform?"} | |
| {"decision_phase": "research", "intent_subtype": "product_discovery", "source_heads": ["decision_phase"], "source_splits": ["test"], "text": "What solutions can help monitor AI search visibility?"} | |
| {"decision_phase": "decision", "intent_subtype": "provider_selection", "source_heads": ["decision_phase"], "source_splits": ["test"], "text": "Which AI search analytics platform should we commit to?"} | |
| {"decision_phase": "consideration", "intent_subtype": "evaluation", "source_heads": ["decision_phase"], "source_splits": ["test"], "text": "Which CRM is easier for a 5-person sales team to adopt?"} | |
| {"decision_phase": "decision", "intent_subtype": "provider_selection", "intent_type": "commercial", "source_heads": ["decision_phase", "intent_type"], "source_splits": ["test"], "text": "Which EV should I buy this year"} | |
| {"intent_subtype": "evaluation", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "Which classifier works best for small datasets"} | |
| {"intent_subtype": "task_execution", "intent_type": "creative_generation", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "Write a welcome email for a free trial signup"} | |
| {"intent_subtype": "booking", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "book a table for 2 tonight"} | |
| {"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "can you clarify"} | |
| {"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "can you expand on that"} | |
| {"intent_subtype": "deal_seeking", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "cheaper alternatives to Salesforce"} | |
| {"intent_subtype": "comparison", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "compare HubSpot and Zoho for small teams"} | |
| {"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "compare them"} | |
| {"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "help me understand CRM basics"} | |
| {"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "more affordable ones"} | |
| {"intent_subtype": "signup", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "sign me up for the newsletter"} | |
| {"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "what about the pricing"} | |
| {"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "what costs less"} | |
| {"intent_subtype": "deal_seeking", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "what costs less HubSpot or Zoho"} | |
| {"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "what happens next"} | |
| {"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "what is the purpose of a CRM"} | |
| {"intent_subtype": "provider_selection", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "which CRM is better for a 3-person startup"} | |
| {"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "which is better"} | |
| {"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "why is that"} | |