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
| {"decision_phase": "action", "intent_subtype": "purchase", "source_heads": ["decision_phase"], "source_splits": ["val"], "text": "Activate my subscription"} | |
| {"decision_phase": "action", "intent_subtype": "purchase", "source_heads": ["decision_phase"], "source_splits": ["val"], "text": "Begin checkout"} | |
| {"intent_subtype": "product_discovery", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["val"], "text": "Best cloud platform for deploying NLP models"} | |
| {"decision_phase": "consideration", "intent_subtype": "product_discovery", "source_heads": ["decision_phase"], "source_splits": ["val"], "text": "Best CRM for a 3-person startup"} | |
| {"intent_subtype": "product_discovery", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["val"], "text": "best CRM for nonprofits"} | |
| {"decision_phase": "consideration", "intent_subtype": "product_discovery", "intent_type": "commercial", "source_heads": ["decision_phase", "intent_type"], "source_splits": ["val"], "text": "Best hybrid SUV for a family"} | |
| {"intent_subtype": "product_discovery", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["val"], "text": "Best managed GPU service for model training"} | |
| {"intent_subtype": "product_discovery", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["val"], "text": "Best vector database for semantic search"} | |
| {"intent_subtype": "booking", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["val"], "text": "book an appointment for Friday"} | |
| {"intent_subtype": "comparison", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["val"], "text": "compare affordable help desk software"} | |
| {"intent_subtype": "comparison", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["val"], "text": "Compare Weights and Biases and MLflow"} | |
| {"intent_subtype": "signup", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Create a new starter account so we can test the product"} | |
| {"intent_subtype": "evaluation", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Evaluate whether HubSpot fits a five-person outbound team"} | |
| {"decision_phase": "research", "intent_subtype": "education", "source_heads": ["decision_phase"], "source_splits": ["val"], "text": "Explain CRM basics"} | |
| {"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["val"], "text": "explain how CRM works"} | |
| {"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["val"], "text": "explain why companies use CRM systems"} | |
| {"intent_subtype": "task_execution", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["val"], "text": "Generate predictions for this file"} | |
| {"intent_subtype": "task_execution", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Generate the dashboard report for this quarter"} | |
| {"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["val"], "text": "go on then"} | |
| {"intent_subtype": "follow_up", "intent_type": "chit_chat", "source_heads": ["intent_type"], "source_splits": ["val"], "text": "Hey, how are you doing"} | |
| {"intent_subtype": "follow_up", "intent_type": "prohibited", "source_heads": ["intent_type"], "source_splits": ["val"], "text": "How can I phish a user password"} | |
| {"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["val"], "text": "How do confusion matrices help evaluate a classifier?"} | |
| {"decision_phase": "awareness", "intent_subtype": "education", "source_heads": ["decision_phase"], "source_splits": ["val"], "text": "How do CRM systems help sales teams?"} | |
| {"decision_phase": "support", "intent_subtype": "billing_help", "intent_type": "support", "source_heads": ["decision_phase", "intent_type"], "source_splits": ["val"], "text": "How do I contact support about a billing issue?"} | |
| {"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "source_heads": ["decision_phase"], "source_splits": ["val"], "text": "How do I import contacts after signing up?"} | |
| {"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "source_heads": ["decision_phase"], "source_splits": ["val"], "text": "How do I invite teammates after we sign up?"} | |
| {"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "source_heads": ["decision_phase"], "source_splits": ["val"], "text": "How do I invite teammates to the workspace?"} | |
| {"decision_phase": "awareness", "intent_subtype": "education", "source_heads": ["decision_phase"], "source_splits": ["val"], "text": "How do sales pipelines work?"} | |
| {"decision_phase": "awareness", "intent_subtype": "education", "source_heads": ["decision_phase"], "source_splits": ["val"], "text": "How does a CRM work?"} | |
| {"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["val"], "text": "How does overfitting happen in small datasets?"} | |
| {"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["val"], "text": "how so"} | |
| {"intent_subtype": "provider_selection", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "HubSpot or Pipedrive for our team right now?"} | |
| {"decision_phase": "decision", "intent_subtype": "provider_selection", "source_heads": ["decision_phase"], "source_splits": ["val"], "text": "HubSpot or Zoho for my team?"} | |
| {"intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source_heads": ["intent_type"], "source_splits": ["val"], "text": "I am disappointed by the weak recall on edge cases"} | |
| {"intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source_heads": ["intent_type"], "source_splits": ["val"], "text": "I am nervous about making the wrong label choices"} | |
| {"intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source_heads": ["intent_type"], "source_splits": ["val"], "text": "I am second guessing our intent taxonomy"} | |
| {"intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source_heads": ["intent_type"], "source_splits": ["val"], "text": "I feel better now that the baseline works"} | |
| {"intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source_heads": ["intent_type"], "source_splits": ["val"], "text": "I feel stuck on the ambiguous examples"} | |
| {"intent_subtype": "task_execution", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["val"], "text": "Install the evaluation package"} | |
| {"decision_phase": "support", "intent_subtype": "account_help", "intent_type": "support", "source_heads": ["decision_phase", "intent_type"], "source_splits": ["val"], "text": "My password reset link is not working"} | |
| {"decision_phase": "support", "intent_subtype": "troubleshooting", "intent_type": "support", "source_heads": ["decision_phase", "intent_type"], "source_splits": ["val"], "text": "My team members are not receiving invites"} | |
| {"intent_subtype": "signup", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Open a free trial account for our team"} | |
| {"intent_subtype": "product_discovery", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["val"], "text": "Open source alternatives to Labelbox"} | |
| {"intent_subtype": "task_execution", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Run the scheduled data sync now"} | |
| {"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["val"], "text": "say more"} | |
| {"intent_subtype": "booking", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["val"], "text": "schedule a demo for next week"} | |
| {"decision_phase": "action", "intent_subtype": "booking", "intent_type": "transactional", "source_heads": ["decision_phase", "intent_type"], "source_splits": ["val"], "text": "Schedule a test drive for this sedan"} | |
| {"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["val"], "text": "show less expensive ones"} | |
| {"intent_subtype": "deal_seeking", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["val"], "text": "show lower-cost analytics platforms"} | |
| {"decision_phase": "research", "intent_subtype": "education", "source_heads": ["decision_phase"], "source_splits": ["val"], "text": "Show me how CRM systems help small businesses"} | |
| {"intent_subtype": "task_execution", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["val"], "text": "Start the batch inference run"} | |
| {"intent_subtype": "task_execution", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["val"], "text": "Submit the retraining job"} | |
| {"intent_subtype": "task_execution", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["val"], "text": "Sync the labeled examples"} | |
| {"intent_subtype": "provider_selection", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "We are at decision time, which platform should we pick?"} | |
| {"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["val"], "text": "what about pricing"} | |
| {"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["val"], "text": "what about that"} | |
| {"decision_phase": "consideration", "intent_subtype": "comparison", "source_heads": ["decision_phase"], "source_splits": ["val"], "text": "What are the pros and cons of Intercom vs Zendesk?"} | |
| {"decision_phase": "decision", "intent_subtype": "deal_seeking", "source_heads": ["decision_phase"], "source_splits": ["val"], "text": "What costs less HubSpot or Zoho?"} | |
| {"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["val"], "text": "what do you mean by that"} | |
| {"decision_phase": "awareness", "intent_subtype": "education", "source_heads": ["decision_phase"], "source_splits": ["val"], "text": "What does product analytics measure?"} | |
| {"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["val"], "text": "what else"} | |
| {"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["val"], "text": "what exactly do you mean"} | |
| {"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "source_heads": ["decision_phase"], "source_splits": ["val"], "text": "What features should we enable first after signup?"} | |
| {"decision_phase": "awareness", "intent_subtype": "education", "intent_type": "informational", "source_heads": ["decision_phase", "intent_type"], "source_splits": ["val"], "text": "What is car financing?"} | |
| {"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["val"], "text": "What is class imbalance in machine learning?"} | |
| {"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["val"], "text": "What is the difference between precision and recall?"} | |
| {"intent_subtype": "product_discovery", "intent_type": "exploratory", "source_heads": ["intent_type"], "source_splits": ["val"], "text": "What laptop types should I explore before buying?"} | |
| {"intent_subtype": "onboarding_setup", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "What should we do first after we buy this platform?"} | |
| {"decision_phase": "research", "intent_subtype": "product_discovery", "source_heads": ["decision_phase"], "source_splits": ["val"], "text": "What solutions exist for onboarding new users?"} | |
| {"decision_phase": "research", "intent_subtype": "product_discovery", "source_heads": ["decision_phase"], "source_splits": ["val"], "text": "What tools can help reduce churn?"} | |
| {"decision_phase": "consideration", "intent_subtype": "comparison", "source_heads": ["decision_phase"], "source_splits": ["val"], "text": "Which CRM integrates better with Gmail?"} | |
| {"intent_subtype": "provider_selection", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["val"], "text": "which CRM should a solo founder pick"} | |
| {"decision_phase": "decision", "intent_subtype": "provider_selection", "source_heads": ["decision_phase"], "source_splits": ["val"], "text": "Which CRM should we commit to before next month?"} | |
| {"decision_phase": "consideration", "intent_subtype": "product_discovery", "source_heads": ["decision_phase"], "source_splits": ["val"], "text": "Which CRM tools are worth considering for a startup?"} | |
| {"decision_phase": "decision", "intent_subtype": "provider_selection", "source_heads": ["decision_phase"], "source_splits": ["val"], "text": "Which tool should we sign with this quarter?"} | |
| {"intent_subtype": "provider_selection", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Which vendor should our startup commit to this month?"} | |
| {"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["val"], "text": "Why does more labeled data improve model performance?"} | |
| {"decision_phase": "support", "intent_subtype": "account_help", "source_heads": ["decision_phase"], "source_splits": ["val"], "text": "Why does the password reset email never arrive?"} | |
| {"intent_subtype": "evaluation", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Would this CRM be a good fit for our support workflow?"} | |
| {"intent_subtype": "task_execution", "intent_type": "creative_generation", "source_heads": ["intent_type"], "source_splits": ["val"], "text": "Write a short landing page headline for a CRM"} | |