Triple

T4600247
Position Surface form Disambiguated ID Type / Status
Subject Looker E100304 entity
Predicate foundedBy P104 FINISHED
Object Ben Porterfield
Ben Porterfield is a technology entrepreneur best known as a co-founder of the business intelligence and data analytics company Looker.
 E462244 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: Ben Porterfield | Statement: [Looker, foundedBy, Ben Porterfield]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Ben Porterfield
Context triple: [Looker, foundedBy, Ben Porterfield]
  • A. Jack Porter
    Jack Porter is a central character in the TV drama "Revenge," known as a loyal, morally grounded bar owner whose life becomes deeply entangled in Emily Thorne’s quest for vengeance.
  • B. Scott Porter
    Scott Porter is an American actor best known for his roles on television series such as "Friday Night Lights" and "Hart of Dixie."
  • C. Ben Haggerty
    Ben Haggerty, better known by his stage name Macklemore, is an American rapper and songwriter recognized for hits like "Thrift Shop" and "Can't Hold Us."
  • D. Bryan Bedford
    Bryan Bedford is an American airline executive best known for leading regional carriers such as Chautauqua Airlines and Republic Airways Holdings.
  • E. Bryan Devendorf
    Bryan Devendorf is an American drummer best known as a founding member and rhythmic backbone of the indie rock band The National.
  • 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: Ben Porterfield
Triple: [Looker, foundedBy, Ben Porterfield]
Generated description
Ben Porterfield is a technology entrepreneur best known as a co-founder of the business intelligence and data analytics company Looker.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Ben Porterfield
Target entity description: Ben Porterfield is a technology entrepreneur best known as a co-founder of the business intelligence and data analytics company Looker.
  • A. Jack Porter
    Jack Porter is a central character in the TV drama "Revenge," known as a loyal, morally grounded bar owner whose life becomes deeply entangled in Emily Thorne’s quest for vengeance.
  • B. Scott Porter
    Scott Porter is an American actor best known for his roles on television series such as "Friday Night Lights" and "Hart of Dixie."
  • C. Ben Haggerty
    Ben Haggerty, better known by his stage name Macklemore, is an American rapper and songwriter recognized for hits like "Thrift Shop" and "Can't Hold Us."
  • D. Bryan Bedford
    Bryan Bedford is an American airline executive best known for leading regional carriers such as Chautauqua Airlines and Republic Airways Holdings.
  • E. Bryan Devendorf
    Bryan Devendorf is an American drummer best known as a founding member and rhythmic backbone of the indie rock band The National.
  • 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_69bd43cbc014819098b45f435908f88a completed March 20, 2026, 12:55 p.m.
NER Named-entity recognition batch_69bd5971f448819090f6e76c7d3ffc2d completed March 20, 2026, 2:28 p.m.
NED1 Entity disambiguation (via context triple) batch_69be0349e89c8190a94e72bdc1e4e59f completed March 21, 2026, 2:32 a.m.
NEDg Description generation batch_69be05269de48190849a76b5fbd24b4a completed March 21, 2026, 2:40 a.m.
NED2 Entity disambiguation (via description) batch_69be05d277248190bf675151eca07247 completed March 21, 2026, 2:43 a.m.
Created at: March 20, 2026, 1:11 p.m.