Triple

T12282195
Position Surface form Disambiguated ID Type / Status
Subject HubSpot E292741 entity
Predicate foundedBy P104 FINISHED
Object Brian Halligan
Brian Halligan is an American entrepreneur and author best known as the co-founder and former CEO of the marketing and sales software company HubSpot.
E974237 NE FINISHED

How this triple was built (4 steps)

Every LLM step that produced this triple, in pipeline order — named-entity classification, the disambiguation choices (the exact options shown, with the pick highlighted), and the generated description. The batch + timestamp of each is in the Provenance table below.

NER Named-entity recognition gpt-5-mini
Instruction
Given a phrase, classify it is english named entity (e.g., persons, organizations, works of art) in Latin script, or not (e.g., literals, dates, URLs, verbose phrases). For disambiguation, the statement where the phrase occurs as object is also given. Please return a JSON object with `phrase` (string, the phrase being analyzed) and `is_ne` (boolean, indicating whether the phrase is a Named Entity).
Input
Phrase: Brian Halligan | Statement: [HubSpot, foundedBy, Brian Halligan]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Brian Halligan
Context triple: [HubSpot, foundedBy, Brian Halligan]
  • A. Dustin Moskovitz
    Dustin Moskovitz is an American entrepreneur and philanthropist best known as a co-founder of Facebook and the productivity software company Asana.
  • B. Robb Armstrong
    Robb Armstrong is an American cartoonist best known as the creator of the long-running syndicated comic strip "JumpStart."
  • C. Reid Hoffman
    Reid Hoffman is an American entrepreneur, venture capitalist, and co-founder of LinkedIn, known for his influential role in the tech industry and philanthropy.
  • D. Adam Thiel
    Adam Thiel is an American public safety leader and emergency management expert known for serving as a fire commissioner and overseeing disaster preparedness and response efforts.
  • E. Stewart Butterfield
    Stewart Butterfield is a Canadian entrepreneur best known for co-founding the photo-sharing site Flickr and later creating the workplace communication platform Slack.
  • F. None of above. chosen
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
NEDg Description generation gpt-5.1
Instruction
Generate a one-sentence description of the target entity. 
You are given a context triple in the form (subject, predicate, object), where the object is the target entity. 
# Instructions
Use the triple to infer relevant information about the entity. Describe the entity based on what is most defining, well-known. 
Avoid repeating the information from the triple, unless really essential.
# Response Format
Return only the sentence: "Description: [one-sentence description of the target entity]"
Input
Entity: Brian Halligan
Triple: [HubSpot, foundedBy, Brian Halligan]
Generated description
Brian Halligan is an American entrepreneur and author best known as the co-founder and former CEO of the marketing and sales software company HubSpot.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Brian Halligan
Target entity description: Brian Halligan is an American entrepreneur and author best known as the co-founder and former CEO of the marketing and sales software company HubSpot.
  • A. Dustin Moskovitz
    Dustin Moskovitz is an American entrepreneur and philanthropist best known as a co-founder of Facebook and the productivity software company Asana.
  • B. Robb Armstrong
    Robb Armstrong is an American cartoonist best known as the creator of the long-running syndicated comic strip "JumpStart."
  • C. Reid Hoffman
    Reid Hoffman is an American entrepreneur, venture capitalist, and co-founder of LinkedIn, known for his influential role in the tech industry and philanthropy.
  • D. Adam Thiel
    Adam Thiel is an American public safety leader and emergency management expert known for serving as a fire commissioner and overseeing disaster preparedness and response efforts.
  • E. Stewart Butterfield
    Stewart Butterfield is a Canadian entrepreneur best known for co-founding the photo-sharing site Flickr and later creating the workplace communication platform Slack.
  • F. None of above. chosen

Provenance (5 batches)

The batch behind each pipeline step, in order, with when it ran. Timestamps are batch-level — stages were processed in waves, so the object chain (NER → NED1 → NEDg → NED2) reads in order, but predicate / elicitation batches can sit in a different wave.

Step Stage Batch ID Status When
creating Elicitation batch_69d6ab690ad081908c0ed3870ec82d53 completed April 8, 2026, 7:24 p.m.
NER Named-entity recognition batch_69d91cf2b09c81908a11581d33f65be0 completed April 10, 2026, 3:53 p.m.
NED1 Entity disambiguation (via context triple) batch_69f61e70dec8819098199fbb54d888c1 completed May 2, 2026, 3:55 p.m.
NEDg Description generation batch_69f61f5bc1fc8190af9d74acc307ebe1 completed May 2, 2026, 3:59 p.m.
NED2 Entity disambiguation (via description) batch_69f6203ef5008190af9103460b096cff completed May 2, 2026, 4:03 p.m.
Created at: April 8, 2026, 9:52 p.m.