text: What does an ambiguous intent label mean?

intent_type: informational


text: How do sequence classification models work?


text: What is the role of a validation set?


text: How does prompt wording affect user intent?


text: What does confidence score mean in a classifier?


text: Best no code tool for text labeling

intent_type: commercial


text: Best sentence embedding model for search


text: Which classifier works best for small datasets


text: Best MLOps platform for startup teams


text: Compare OpenAI embeddings and Sentence Transformers


text: Create a Hugging Face model repo

intent_type: transactional


text: Open the annotation dashboard


text: Send me the benchmark report


text: Approve the model deployment


text: Schedule the retraining pipeline


text: The API is returning errors

intent_type: support


text: How do I recover deleted contacts?


text: The login code never arrived


I feel optimistic now that the predictions make more sense


I am exhausted from hand labeling so many examples


I am concerned that transactional and ambiguous overlap


I feel confused about where pricing questions belong


I am happy that the obvious cases are working


text: compare them

intent_type: ambiguous


text: which is better


text: can you clarify


text: why is that


text: what happens next


text: help me understand CRM basics


text: what is the purpose of a CRM


text: book a table for 2 tonight


text: sign me up for the newsletter


text: can you expand on that


text: what about the pricing


text: which CRM is better for a 3-person startup


text: compare HubSpot and Zoho for small teams


text: what costs less


text: more affordable ones


text: what costs less HubSpot or Zoho


text: cheaper alternatives to Salesforce


text: How does buying a used car work?


text: Which EV should I buy this year


text: Reserve a test drive for tomorrow


text: What desktop options should I explore for gaming?

intent_type: exploratory


Write a welcome email for a free trial signup


Good morning, how are things


text: How do I bypass account security checks

intent_type: prohibited