Triple

T23155216
Position Surface form Disambiguated ID Type / Status
Subject Lean software development E578418 entity
Predicate influencedBy P9 FINISHED
Object Tom Poppendieck
Tom Poppendieck is a software engineer, author, and thought leader known for pioneering and popularizing lean principles in software development alongside Mary Poppendieck.
E1574270 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: Tom Poppendieck | Statement: [Lean software development, influencedBy, Tom Poppendieck]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Tom Poppendieck
Context triple: [Lean software development, influencedBy, Tom Poppendieck]
  • A. Douglas Davenport
    Douglas Davenport is a brilliant but morally ambiguous scientist and the primary antagonist-turned-ally in the Disney XD series "Lab Rats."
  • B. David W. Osborne
    David W. Osborne is an American Republican politician who serves as Speaker of the Kentucky House of Representatives.
  • C. Edward Cronjager
    Edward Cronjager was an American cinematographer known for his work on numerous Hollywood films from the silent era through the mid-20th century, earning multiple Academy Award nominations for his innovative camera work.
  • D. John Knoepfle
    John Knoepfle was an American poet, translator, and educator known for his contributions to Midwestern literature and service as Illinois Poet Laureate.
  • E. David Welker
    David Welker is an American artist and illustrator best known for his intricate, surreal concert posters and album artwork, particularly associated with bands like Phish.
  • 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: Tom Poppendieck
Triple: [Lean software development, influencedBy, Tom Poppendieck]
Generated description
Tom Poppendieck is a software engineer, author, and thought leader known for pioneering and popularizing lean principles in software development alongside Mary Poppendieck.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Tom Poppendieck
Target entity description: Tom Poppendieck is a software engineer, author, and thought leader known for pioneering and popularizing lean principles in software development alongside Mary Poppendieck.
  • A. Douglas Davenport
    Douglas Davenport is a brilliant but morally ambiguous scientist and the primary antagonist-turned-ally in the Disney XD series "Lab Rats."
  • B. David W. Osborne
    David W. Osborne is an American Republican politician who serves as Speaker of the Kentucky House of Representatives.
  • C. Edward Cronjager
    Edward Cronjager was an American cinematographer known for his work on numerous Hollywood films from the silent era through the mid-20th century, earning multiple Academy Award nominations for his innovative camera work.
  • D. John Knoepfle
    John Knoepfle was an American poet, translator, and educator known for his contributions to Midwestern literature and service as Illinois Poet Laureate.
  • E. David Welker
    David Welker is an American artist and illustrator best known for his intricate, surreal concert posters and album artwork, particularly associated with bands like Phish.
  • 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_69e245fb8de081908f0eba7b5fd75bc4 completed April 17, 2026, 2:38 p.m.
NER Named-entity recognition batch_69f18efca1f081908ff1c34ba25f40c3 completed April 29, 2026, 4:54 a.m.
NED1 Entity disambiguation (via context triple) batch_6a0c309c3da48190b07c64b10fda58ff completed May 19, 2026, 9:42 a.m.
NEDg Description generation batch_6a0c31dd458c8190b8e98870dd5e19c5 completed May 19, 2026, 9:48 a.m.
NED2 Entity disambiguation (via description) batch_6a0c325f5c248190b35e2c88b384ac31 completed May 19, 2026, 9:50 a.m.
Created at: April 17, 2026, 4:01 p.m.