Triple

T22489092
Position Surface form Disambiguated ID Type / Status
Subject BDD E555967 entity
Predicate originatedBy P1408 FINISHED
Object Dan North
Dan North is a software developer and consultant best known for creating Behavior-Driven Development (BDD) and promoting pragmatic, collaborative approaches to software design and delivery.
E1539503 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: Dan North | Statement: [BDD, originatedBy, Dan North]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Dan North
Context triple: [BDD, originatedBy, Dan North]
  • A. Ben Weeks
    Ben Weeks is a central character in Larry Kramer's play "The Normal Heart," portrayed as the brother of activist Ned Weeks and representing a more conservative, establishment perspective on the early AIDS crisis.
  • B. Dave Haslam
    Dave Haslam is a British DJ, writer, and cultural commentator best known for his influential sets during the Manchester acid house era and his close association with the city’s music scene.
  • C. Dan Talbot
    Dan Talbot was an influential American film distributor and exhibitor known for championing foreign and independent cinema in the United States.
  • D. Alex Tarrant
    Alex Tarrant is a New Zealand actor known for his roles in television dramas and action series, including a lead role on NCIS: Hawaiʻi.
  • E. Scott Firth
    Scott Firth is a British bassist and multi-instrumentalist known for his work in post-punk and alternative rock, including collaborations with influential bands and artists.
  • 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: Dan North
Triple: [BDD, originatedBy, Dan North]
Generated description
Dan North is a software developer and consultant best known for creating Behavior-Driven Development (BDD) and promoting pragmatic, collaborative approaches to software design and delivery.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Dan North
Target entity description: Dan North is a software developer and consultant best known for creating Behavior-Driven Development (BDD) and promoting pragmatic, collaborative approaches to software design and delivery.
  • A. Ben Weeks
    Ben Weeks is a central character in Larry Kramer's play "The Normal Heart," portrayed as the brother of activist Ned Weeks and representing a more conservative, establishment perspective on the early AIDS crisis.
  • B. Dave Haslam
    Dave Haslam is a British DJ, writer, and cultural commentator best known for his influential sets during the Manchester acid house era and his close association with the city’s music scene.
  • C. Dan Talbot
    Dan Talbot was an influential American film distributor and exhibitor known for championing foreign and independent cinema in the United States.
  • D. Alex Tarrant
    Alex Tarrant is a New Zealand actor known for his roles in television dramas and action series, including a lead role on NCIS: Hawaiʻi.
  • E. Scott Firth
    Scott Firth is a British bassist and multi-instrumentalist known for his work in post-punk and alternative rock, including collaborations with influential bands and artists.
  • 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_69e11e53897c819088863779f8c50bb0 completed April 16, 2026, 5:37 p.m.
NER Named-entity recognition batch_69f15c3f3b4c819092bfe6495c61db46 completed April 29, 2026, 1:17 a.m.
NED1 Entity disambiguation (via context triple) batch_6a0b1269d2008190a2ecdfec3d1b4369 completed May 18, 2026, 1:21 p.m.
NEDg Description generation batch_6a0b14b7acac819090bfd6144df84be6 completed May 18, 2026, 1:31 p.m.
NED2 Entity disambiguation (via description) batch_6a0b154f7e0c8190b0ca64d582982d62 completed May 18, 2026, 1:34 p.m.
Created at: April 16, 2026, 8:49 p.m.