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
| {"intent_subtype": "deal_seeking", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Affordable annotation platform for small ML teams"} | |
| {"intent_subtype": "deal_seeking", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Affordable customer support software for startups"} | |
| {"decision_phase": "consideration", "intent_subtype": "comparison", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Amplitude vs Mixpanel for product analytics"} | |
| {"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "and then what"} | |
| {"intent_subtype": "task_execution", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Annotate these support tickets"} | |
| {"intent_subtype": "task_execution", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Approve this workflow step in the CRM"} | |
| {"intent_subtype": "evaluation", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Assess whether HubSpot is a fit for our inbound sales process"} | |
| {"intent_subtype": "product_discovery", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Best AI SEO tools for content teams"} | |
| {"intent_subtype": "product_discovery", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Best analytics platform for product teams"} | |
| {"intent_subtype": "product_discovery", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Best CRM for a small remote sales team"} | |
| {"intent_subtype": "product_discovery", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "best CRM for a two person agency"} | |
| {"intent_subtype": "product_discovery", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Best dataset labeling tool for ML teams"} | |
| {"intent_subtype": "product_discovery", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Best hybrid SUV for a family"} | |
| {"intent_subtype": "product_discovery", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Best intent classification model for short queries"} | |
| {"intent_subtype": "product_discovery", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Best lead generation software for B2B companies"} | |
| {"intent_subtype": "product_discovery", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Best NLP library for text classification"} | |
| {"intent_subtype": "product_discovery", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Best project management software for agencies"} | |
| {"decision_phase": "consideration", "intent_subtype": "product_discovery", "intent_type": "commercial", "source_heads": ["decision_phase", "intent_type"], "source_splits": ["train"], "text": "Best SUV to buy in 2026"} | |
| {"intent_subtype": "product_discovery", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Best SUV to buy in 2026"} | |
| {"intent_subtype": "product_discovery", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Best transformer model for lightweight inference"} | |
| {"intent_subtype": "deal_seeking", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Best used car under $20000"} | |
| {"intent_subtype": "contact_sales", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Book a demo for the analytics platform"} | |
| {"decision_phase": "action", "intent_subtype": "contact_sales", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Book a meeting with sales"} | |
| {"decision_phase": "action", "intent_subtype": "booking", "intent_type": "transactional", "source_heads": ["decision_phase", "intent_type"], "source_splits": ["train"], "text": "Book a test drive for the new SUV"} | |
| {"intent_subtype": "booking", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Book a test drive for the new SUV"} | |
| {"intent_subtype": "purchase", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Buy a monthly plan for the CRM"} | |
| {"decision_phase": "action", "intent_subtype": "purchase", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Buy the annual plan now"} | |
| {"intent_subtype": "purchase", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "buy this now"} | |
| {"intent_subtype": "follow_up", "intent_type": "chit_chat", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Can we just chat for a minute"} | |
| {"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Can you explain"} | |
| {"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "can you explain that"} | |
| {"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Can you help"} | |
| {"intent_subtype": "deal_seeking", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "cheapest CRM for a local service business"} | |
| {"decision_phase": "consideration", "intent_subtype": "comparison", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Compare help desk platforms with live chat"} | |
| {"intent_subtype": "comparison", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "compare lower-cost CRM tools"} | |
| {"intent_subtype": "comparison", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Compare Mixpanel and Amplitude pricing"} | |
| {"decision_phase": "consideration", "intent_subtype": "comparison", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Compare onboarding tools for SaaS products"} | |
| {"intent_subtype": "comparison", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "compare Pipedrive and HubSpot for a tiny sales team"} | |
| {"decision_phase": "consideration", "intent_subtype": "comparison", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Compare Salesforce and Pipedrive for B2B sales"} | |
| {"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "compare those"} | |
| {"intent_subtype": "contact_sales", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Connect me with sales for a custom quote"} | |
| {"intent_subtype": "contact_sales", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Contact sales to schedule a product walkthrough"} | |
| {"intent_subtype": "signup", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Create a free workspace for evaluation"} | |
| {"intent_subtype": "task_execution", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Create a new labeling project"} | |
| {"intent_subtype": "signup", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Create a starter login so we can try the platform"} | |
| {"intent_subtype": "task_execution", "intent_type": "creative_generation", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Create a tagline for an AI search analytics platform"} | |
| {"intent_subtype": "signup", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Create an account for the AI search tool"} | |
| {"decision_phase": "action", "intent_subtype": "signup", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Create my account"} | |
| {"intent_subtype": "task_execution", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Deploy the classifier API"} | |
| {"intent_subtype": "comparison", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "DistilBERT vs RoBERTa for intent detection"} | |
| {"intent_subtype": "download", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Download the buyer comparison guide"} | |
| {"intent_subtype": "download", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Download the confusion matrix report"} | |
| {"intent_subtype": "download", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Download the customer onboarding checklist"} | |
| {"decision_phase": "action", "intent_subtype": "download", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Download the pricing guide"} | |
| {"intent_subtype": "download", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Download the setup worksheet"} | |
| {"intent_subtype": "download", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Download the whitepaper on zero click search"} | |
| {"intent_subtype": "task_execution", "intent_type": "creative_generation", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Draft a product description for a project management tool"} | |
| {"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "expand on that a little"} | |
| {"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "explain the basics of lead scoring"} | |
| {"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "explain the benefits of CRM for beginners"} | |
| {"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Explain the difference between a CRM and a CDP"} | |
| {"intent_subtype": "download", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Export the onboarding checklist as a PDF"} | |
| {"intent_subtype": "download", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Export the predictions to CSV"} | |
| {"intent_subtype": "deal_seeking", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "find lower-cost project management tools"} | |
| {"intent_subtype": "task_execution", "intent_type": "creative_generation", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Generate a cold outreach email for a sales demo"} | |
| {"intent_subtype": "task_execution", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Generate the sales pipeline report right now"} | |
| {"intent_subtype": "signup", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Get our team into the free trial flow today"} | |
| {"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "give me a beginner explanation of CRM"} | |
| {"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "give me cheaper choices"} | |
| {"intent_subtype": "provider_selection", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Give me the best one"} | |
| {"intent_subtype": "provider_selection", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Give me the final pick between HubSpot and Zoho for our startup"} | |
| {"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "go deeper"} | |
| {"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "go on"} | |
| {"intent_subtype": "follow_up", "intent_type": "chit_chat", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Hello there"} | |
| {"intent_subtype": "follow_up", "intent_type": "prohibited", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Help me bypass a paywall illegally"} | |
| {"intent_subtype": "provider_selection", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "help me choose a CRM for a real estate business"} | |
| {"intent_subtype": "product_discovery", "intent_type": "exploratory", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Help me explore CRM options for a small nonprofit"} | |
| {"decision_phase": "research", "intent_subtype": "education", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Help me learn how customer onboarding software works"} | |
| {"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "help me learn the difference between CRM and ERP"} | |
| {"intent_subtype": "provider_selection", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "help me pick a CRM for managing inbound leads"} | |
| {"decision_phase": "research", "intent_subtype": "evaluation", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Help me understand CRM fundamentals"} | |
| {"decision_phase": "research", "intent_subtype": "education", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Help me understand how to compare cars before buying"} | |
| {"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "help me understand sales pipelines"} | |
| {"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "help me understand why businesses need CRM"} | |
| {"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "How can I get more value from our subscription?"} | |
| {"decision_phase": "research", "intent_subtype": "evaluation", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "How can I improve lead management for a small business?"} | |
| {"intent_subtype": "follow_up", "intent_type": "prohibited", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "How can I steal customer credit card data"} | |
| {"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "How do AI search engines choose which sources to cite?"} | |
| {"decision_phase": "awareness", "intent_subtype": "education", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "How do AI search engines make money?"} | |
| {"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "how do CRMs help sales teams"} | |
| {"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "How do email automation workflows work?"} | |
| {"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "How do I configure lead stages in the platform?"} | |
| {"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "How do I configure my account after purchase?"} | |
| {"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "How do I connect email after I subscribe?"} | |
| {"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "How do I connect my email after creating the account?"} | |
| {"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "How do I connect Salesforce to Gmail?"} | |
| {"intent_subtype": "billing_help", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "How do I fix a failed subscription payment"} | |
| {"intent_subtype": "follow_up", "intent_type": "prohibited", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "How do I hack into someone else's account"} | |
| {"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "How do I measure activation rate for a SaaS product?"} | |
| {"decision_phase": "support", "intent_subtype": "account_help", "intent_type": "support", "source_heads": ["decision_phase", "intent_type"], "source_splits": ["train"], "text": "How do I reset my password?"} | |
| {"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "How do I roll this tool out to my team?"} | |
| {"intent_subtype": "onboarding_setup", "source_heads": ["manual_seed"], "source_splits": ["train"], "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": ["train"], "text": "How do I set up my new CRM?"} | |
| {"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "How do I set up user permissions in my new CRM?"} | |
| {"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "How does a text classifier learn labels?"} | |
| {"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "How does attribution modeling work in marketing?"} | |
| {"decision_phase": "awareness", "intent_subtype": "education", "intent_type": "informational", "source_heads": ["decision_phase", "intent_type"], "source_splits": ["train"], "text": "How does car financing work for first-time buyers?"} | |
| {"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "how does CRM help with lead tracking"} | |
| {"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "How does customer relationship management work?"} | |
| {"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "How does DistilBERT differ from BERT?"} | |
| {"decision_phase": "awareness", "intent_subtype": "education", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "How does lead tracking work?"} | |
| {"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "How does softmax turn logits into probabilities?"} | |
| {"intent_subtype": "follow_up", "intent_type": "chit_chat", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "How is your day going"} | |
| {"decision_phase": "research", "intent_subtype": "evaluation", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "How should I evaluate AI search monitoring tools?"} | |
| {"intent_subtype": "troubleshooting", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "How should I fix it"} | |
| {"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "how so exactly"} | |
| {"intent_subtype": "provider_selection", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "HubSpot or Pipedrive for our team right now?"} | |
| {"intent_subtype": "comparison", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "HubSpot vs Salesforce for B2B SaaS"} | |
| {"decision_phase": "consideration", "intent_subtype": "comparison", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "HubSpot vs Zoho for a small team"} | |
| {"intent_subtype": "comparison", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Hugging Face vs spaCy for intent classification"} | |
| {"intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "I am annoyed that short queries confuse the classifier"} | |
| {"intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "I am confused about what strategy we should follow"} | |
| {"intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "I am disappointed that our content is not getting cited"} | |
| {"intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "I am excited that our new onboarding flow is working"} | |
| {"intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "I am frustrated because our leads keep dropping"} | |
| {"intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "I am frustrated by the low confidence scores"} | |
| {"decision_phase": "support", "intent_subtype": "account_help", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "I am locked out of my workspace"} | |
| {"intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "I am nervous about launching our pricing changes"} | |
| {"intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "I am not confident this classifier is ready"} | |
| {"intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "I am relieved the model is finally learning something"} | |
| {"intent_subtype": "product_discovery", "intent_type": "exploratory", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "I am researching which help desk tools might fit our team"} | |
| {"intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "I am worried that our traffic is disappearing"} | |
| {"intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "I am worried the model is overfitting"} | |
| {"intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "I am worried we do not have enough data yet"} | |
| {"decision_phase": "support", "intent_subtype": "troubleshooting", "intent_type": "support", "source_heads": ["decision_phase", "intent_type"], "source_splits": ["train"], "text": "I cannot access my dashboard"} | |
| {"decision_phase": "support", "intent_subtype": "account_help", "intent_type": "support", "source_heads": ["decision_phase", "intent_type"], "source_splits": ["train"], "text": "I cannot log into my account"} | |
| {"intent_subtype": "account_help", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "I cannot unlock my account"} | |
| {"intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "I feel burned out managing too many marketing tools"} | |
| {"intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "I feel depressed and need help"} | |
| {"intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "I feel like the labels are still messy"} | |
| {"intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "I feel overwhelmed trying to pick the right software"} | |
| {"intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "I feel stuck and do not know how to improve conversions"} | |
| {"intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "I feel unsure about how to label borderline cases"} | |
| {"intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "I hate how complicated our analytics setup has become"} | |
| {"decision_phase": "support", "intent_subtype": "troubleshooting", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "I keep getting an error when I try to export contacts"} | |
| {"decision_phase": "support", "intent_subtype": "troubleshooting", "intent_type": "support", "source_heads": ["decision_phase", "intent_type"], "source_splits": ["train"], "text": "I need help canceling my subscription"} | |
| {"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "I need something better"} | |
| {"intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "I regret switching our CRM last quarter"} | |
| {"intent_subtype": "task_execution", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Install the Chrome extension for content analysis"} | |
| {"intent_subtype": "comparison", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Intercom vs Zendesk for onboarding support"} | |
| {"decision_phase": "consideration", "intent_subtype": "comparison", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Is HubSpot better than Zoho for lead tracking?"} | |
| {"decision_phase": "decision", "intent_subtype": "provider_selection", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Is the pro plan worth it for our company size?"} | |
| {"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Is this good"} | |
| {"decision_phase": "decision", "intent_subtype": "deal_seeking", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Is Zoho the right CRM for our budget?"} | |
| {"intent_subtype": "signup", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Join the waitlist for the new recommendation engine"} | |
| {"intent_subtype": "product_discovery", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Mailchimp alternatives for ecommerce brands"} | |
| {"intent_subtype": "deal_seeking", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "more affordable CRM alternatives"} | |
| {"decision_phase": "support", "intent_subtype": "troubleshooting", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "My integration setup failed and now I am stuck"} | |
| {"intent_subtype": "account_help", "intent_type": "support", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "My password reset link is not working"} | |
| {"intent_subtype": "billing_help", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "My renewal invoice is incorrect"} | |
| {"intent_subtype": "follow_up", "intent_type": "chit_chat", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Nice to meet you"} | |
| {"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "okay and then"} | |
| {"intent_subtype": "signup", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Open a trial workspace for my team"} | |
| {"intent_subtype": "task_execution", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Open the annotation dashboard"} | |
| {"decision_phase": "support", "intent_subtype": "troubleshooting", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Our account setup page keeps crashing"} | |
| {"decision_phase": "support", "intent_subtype": "troubleshooting", "intent_type": "support", "source_heads": ["decision_phase", "intent_type"], "source_splits": ["train"], "text": "Our dashboard is not loading"} | |
| {"intent_subtype": "troubleshooting", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Our export job fails every time"} | |
| {"intent_subtype": "purchase", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "place the order"} | |
| {"intent_subtype": "evaluation", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Pressure-test whether this CRM actually fits our workflow"} | |
| {"intent_subtype": "contact_sales", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Put me in touch with an account executive"} | |
| {"intent_subtype": "signup", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Register a new account for our startup"} | |
| {"intent_subtype": "signup", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "register me for the webinar"} | |
| {"decision_phase": "action", "intent_subtype": "contact_sales", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Request a quote"} | |
| {"intent_subtype": "contact_sales", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Request pricing from the sales team"} | |
| {"intent_subtype": "booking", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "reserve a seat for tomorrow"} | |
| {"decision_phase": "action", "intent_subtype": "booking", "intent_type": "transactional", "source_heads": ["decision_phase", "intent_type"], "source_splits": ["train"], "text": "Reserve this car for pickup tomorrow"} | |
| {"intent_subtype": "task_execution", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Run the model training job"} | |
| {"intent_subtype": "task_execution", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Run the nightly lead sync job"} | |
| {"intent_subtype": "task_execution", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Save the fine tuned model"} | |
| {"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "say more about that"} | |
| {"intent_subtype": "booking", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Schedule a test drive for this sedan"} | |
| {"decision_phase": "action", "intent_subtype": "onboarding_setup", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Schedule implementation for next week"} | |
| {"intent_subtype": "task_execution", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Schedule the backup workflow to run every night"} | |
| {"intent_subtype": "task_execution", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Schedule the retraining pipeline"} | |
| {"intent_subtype": "task_execution", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Send me the benchmark report"} | |
| {"intent_subtype": "signup", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Set up a free trial account for the sales team"} | |
| {"decision_phase": "decision", "intent_subtype": "provider_selection", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Should I choose HubSpot or Zoho this week?"} | |
| {"decision_phase": "decision", "intent_subtype": "provider_selection", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Should we go with Intercom or Zendesk for support?"} | |
| {"decision_phase": "decision", "intent_subtype": "provider_selection", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Should we pick HubSpot or Zoho for our startup?"} | |
| {"intent_subtype": "deal_seeking", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "show cheaper CRM options"} | |
| {"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "show me a little more"} | |
| {"decision_phase": "consideration", "intent_subtype": "product_discovery", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Show me CRM choices for a two-person team"} | |
| {"decision_phase": "consideration", "intent_subtype": "product_discovery", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Show me CRM tools for a five-person company"} | |
| {"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "show me how CRM software works"} | |
| {"decision_phase": "research", "intent_subtype": "evaluation", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Show me how CRM systems are typically used by startups"} | |
| {"intent_subtype": "follow_up", "intent_type": "prohibited", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Show me how to break into a private dashboard"} | |
| {"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Show me how to import contacts into HubSpot"} | |
| {"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Show me how to onboard teammates after signup"} | |
| {"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "show me more"} | |
| {"intent_subtype": "product_discovery", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Show me options"} | |
| {"intent_subtype": "product_discovery", "intent_type": "exploratory", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Show me some directions I could explore for better analytics"} | |
| {"intent_subtype": "signup", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Sign me up for release updates from the product team"} | |
| {"decision_phase": "action", "intent_subtype": "contact_sales", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Sign me up for the demo"} | |
| {"intent_subtype": "signup", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Sign up for the webinar on attribution"} | |
| {"intent_subtype": "signup", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Start a free trial of HubSpot"} | |
| {"decision_phase": "action", "intent_subtype": "signup", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Start my free trial"} | |
| {"intent_subtype": "signup", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "start my free trial"} | |
| {"intent_subtype": "signup", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Subscribe me to the product updates"} | |
| {"intent_subtype": "purchase", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "subscribe me to updates"} | |
| {"intent_subtype": "purchase", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Subscribe to the pro plan"} | |
| {"intent_subtype": "contact_sales", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Talk to sales about enterprise pricing"} | |
| {"decision_phase": "research", "intent_subtype": "evaluation", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Teach me how CRM platforms help small sales teams"} | |
| {"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "teach me the basics of customer relationship management"} | |
| {"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "tell me a bit more"} | |
| {"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Tell me more"} | |
| {"intent_subtype": "follow_up", "intent_type": "chit_chat", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Thanks, that was helpful"} | |
| {"decision_phase": "support", "intent_subtype": "troubleshooting", "intent_type": "support", "source_heads": ["decision_phase", "intent_type"], "source_splits": ["train"], "text": "The export button is broken"} | |
| {"decision_phase": "support", "intent_subtype": "troubleshooting", "intent_type": "support", "source_heads": ["decision_phase", "intent_type"], "source_splits": ["train"], "text": "The integration keeps failing"} | |
| {"intent_subtype": "troubleshooting", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "The integration sync keeps crashing"} | |
| {"intent_subtype": "account_help", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "The login page keeps rejecting my sign in code"} | |
| {"intent_subtype": "account_help", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "The reset password email never shows up"} | |
| {"intent_subtype": "troubleshooting", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "This is not working"} | |
| {"intent_subtype": "product_discovery", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Top marketing automation tools for startups"} | |
| {"intent_subtype": "product_discovery", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Top tools for evaluating text classifiers"} | |
| {"decision_phase": "consideration", "intent_subtype": "comparison", "intent_type": "commercial", "source_heads": ["decision_phase", "intent_type"], "source_splits": ["train"], "text": "Toyota Corolla vs Honda Civic for commuting"} | |
| {"intent_subtype": "comparison", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Toyota Corolla vs Honda Civic for commuting"} | |
| {"intent_subtype": "task_execution", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Upload the training dataset"} | |
| {"decision_phase": "research", "intent_subtype": "evaluation", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Walk me through how startups use CRM tools"} | |
| {"decision_phase": "research", "intent_subtype": "evaluation", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Walk me through the basics of lead management software"} | |
| {"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "walk me through what a CRM does"} | |
| {"intent_subtype": "provider_selection", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "We have enough research, which CRM should we choose now?"} | |
| {"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "What about this one"} | |
| {"decision_phase": "research", "intent_subtype": "product_discovery", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "What are alternatives to spreadsheets for sales tracking?"} | |
| {"decision_phase": "consideration", "intent_subtype": "product_discovery", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "What are good CRM choices for a small sales team?"} | |
| {"decision_phase": "research", "intent_subtype": "product_discovery", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "What are good tools for email automation?"} | |
| {"decision_phase": "consideration", "intent_subtype": "product_discovery", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "What are some CRM options for startups?"} | |
| {"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "what are the main features of a CRM"} | |
| {"intent_subtype": "evaluation", "intent_type": "exploratory", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "What camera categories should I consider before buying?"} | |
| {"decision_phase": "research", "intent_subtype": "evaluation", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "What cars should I look at for a family of five?"} | |
| {"decision_phase": "consideration", "intent_subtype": "product_discovery", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "What CRM options should a small startup look at?"} | |
| {"intent_subtype": "evaluation", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "what CRM should I use for lead tracking"} | |
| {"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "what do you mean"} | |
| {"intent_subtype": "provider_selection", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "What do you recommend"} | |
| {"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "what does a CRM actually do"} | |
| {"decision_phase": "awareness", "intent_subtype": "education", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "What does a customer relationship platform do?"} | |
| {"decision_phase": "awareness", "intent_subtype": "education", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "What does CRM do for a business?"} | |
| {"decision_phase": "awareness", "intent_subtype": "education", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "What does CRM stand for in software?"} | |
| {"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "What does lead scoring mean in sales software?"} | |
| {"decision_phase": "awareness", "intent_subtype": "education", "intent_type": "informational", "source_heads": ["decision_phase", "intent_type"], "source_splits": ["train"], "text": "What does zero click search mean?"} | |
| {"decision_phase": "awareness", "intent_subtype": "education", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "What is a CRM platform?"} | |
| {"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "what is a CRM used for in a small business"} | |
| {"decision_phase": "awareness", "intent_subtype": "education", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "What is a sales CRM?"} | |
| {"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "What is a sales pipeline?"} | |
| {"decision_phase": "awareness", "intent_subtype": "education", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "What is agentic advertising?"} | |
| {"decision_phase": "awareness", "intent_subtype": "education", "intent_type": "informational", "source_heads": ["decision_phase", "intent_type"], "source_splits": ["train"], "text": "What is auto buying and selling?"} | |
| {"decision_phase": "awareness", "intent_subtype": "education", "intent_type": "informational", "source_heads": ["decision_phase", "intent_type"], "source_splits": ["train"], "text": "What is CRM software?"} | |
| {"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "What is fine tuning in transformers?"} | |
| {"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "What is intent classification in NLP?"} | |
| {"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "What is macro F1 score?"} | |
| {"decision_phase": "awareness", "intent_subtype": "education", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "What is marketing attribution?"} | |
| {"decision_phase": "decision", "intent_subtype": "deal_seeking", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "What is the best CRM for my budget under $100 a month?"} | |
| {"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "What is the best way to onboard our team after purchase?"} | |
| {"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "What is the difference between MQL and SQL?"} | |
| {"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "What is the purpose of a product analytics dashboard?"} | |
| {"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "What is tokenization in NLP?"} | |
| {"intent_subtype": "evaluation", "intent_type": "exploratory", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "What laptops should I look at for college in 2026?"} | |
| {"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "what problems does a CRM solve"} | |
| {"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "What should I do next"} | |
| {"intent_subtype": "onboarding_setup", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "What should we do first after buying this platform?"} | |
| {"decision_phase": "research", "intent_subtype": "product_discovery", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "What software should I look at for customer support?"} | |
| {"decision_phase": "research", "intent_subtype": "product_discovery", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "What tools can help a sales team stay organized?"} | |
| {"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Where can I find usage analytics for my account?"} | |
| {"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Where do I configure our pipeline after purchase?"} | |
| {"decision_phase": "consideration", "intent_subtype": "evaluation", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Which AI visibility tool fits a lean marketing team?"} | |
| {"decision_phase": "decision", "intent_subtype": "provider_selection", "intent_type": "commercial", "source_heads": ["decision_phase", "intent_type"], "source_splits": ["train"], "text": "Which car to buy in 2026"} | |
| {"intent_subtype": "provider_selection", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Which car to buy in 2026"} | |
| {"decision_phase": "consideration", "intent_subtype": "evaluation", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Which CRM has better automation for startups?"} | |
| {"intent_subtype": "deal_seeking", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "which CRM is cheaper for a startup"} | |
| {"decision_phase": "consideration", "intent_subtype": "deal_seeking", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Which CRM options fit a startup with a tiny budget?"} | |
| {"decision_phase": "decision", "intent_subtype": "provider_selection", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Which CRM should I buy for a 3-person startup?"} | |
| {"decision_phase": "decision", "intent_subtype": "provider_selection", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Which CRM should I sign with today?"} | |
| {"decision_phase": "decision", "intent_subtype": "provider_selection", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Which CRM should we choose for our two-person sales team?"} | |
| {"decision_phase": "decision", "intent_subtype": "provider_selection", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Which CRM should we commit to this month?"} | |
| {"decision_phase": "consideration", "intent_subtype": "product_discovery", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Which CRM vendors are worth considering for a startup?"} | |
| {"decision_phase": "decision", "intent_subtype": "provider_selection", "intent_type": "commercial", "source_heads": ["decision_phase", "intent_type"], "source_splits": ["train"], "text": "Which electric car should I buy this year?"} | |
| {"intent_subtype": "provider_selection", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Which electric car should I buy this year?"} | |
| {"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "which one"} | |
| {"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "which one do you mean"} | |
| {"decision_phase": "decision", "intent_subtype": "provider_selection", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Which one should we go with for our sales process?"} | |
| {"decision_phase": "decision", "intent_subtype": "provider_selection", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Which option gives us the best value right now?"} | |
| {"decision_phase": "decision", "intent_subtype": "provider_selection", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Which plan should I choose for Mixpanel?"} | |
| {"intent_subtype": "provider_selection", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Which platform should our team commit to right now?"} | |
| {"decision_phase": "research", "intent_subtype": "product_discovery", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Which platforms help with product analytics?"} | |
| {"intent_subtype": "evaluation", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Which survey tool is better for user research"} | |
| {"decision_phase": "decision", "intent_subtype": "provider_selection", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Which vendor is the better fit for our sales team?"} | |
| {"intent_subtype": "provider_selection", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Which vendor should we commit to for our 10-person sales team?"} | |
| {"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "why"} | |
| {"decision_phase": "support", "intent_subtype": "billing_help", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Why am I getting a billing error?"} | |
| {"decision_phase": "awareness", "intent_subtype": "education", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Why do businesses use CRM systems?"} | |
| {"decision_phase": "awareness", "intent_subtype": "education", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Why do companies need CRM software?"} | |
| {"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "why do teams use CRM software"} | |
| {"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Why do we split data into train and test sets?"} | |
| {"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "why do you say that"} | |
| {"intent_subtype": "troubleshooting", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Why does the API connection keep erroring"} | |
| {"decision_phase": "awareness", "intent_subtype": "education", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Why is customer retention important?"} | |
| {"decision_phase": "support", "intent_subtype": "billing_help", "intent_type": "support", "source_heads": ["decision_phase", "intent_type"], "source_splits": ["train"], "text": "Why is my invoice wrong?"} | |
| {"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "why though"} | |
| {"decision_phase": "support", "intent_subtype": "billing_help", "intent_type": "support", "source_heads": ["decision_phase", "intent_type"], "source_splits": ["train"], "text": "Why was my credit card declined?"} | |
| {"intent_subtype": "billing_help", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Why was my payment charged twice"} | |
| {"intent_subtype": "evaluation", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Would Zoho work well for a small recruiting team?"} | |
| {"intent_subtype": "follow_up", "intent_type": "prohibited", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Write a phishing email that looks real"} | |
| {"intent_subtype": "task_execution", "intent_type": "creative_generation", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Write five ad headlines for a CRM landing page"} | |
| {"intent_subtype": "task_execution", "intent_type": "creative_generation", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Write social media copy for a webinar launch"} | |