Triple

T18177407
Position Surface form Disambiguated ID Type / Status
Subject Heller E435198 entity
Predicate hasNotableBearer P458 FINISHED
Object Walter Heller
Walter Heller was an influential American economist best known for chairing the Council of Economic Advisers under Presidents John F. Kennedy and Lyndon B. Johnson, where he helped shape New Frontier and Great Society economic policies.
E1311688 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: Walter Heller | Statement: [Heller, hasNotableBearer, Walter Heller]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Walter Heller
Context triple: [Heller, hasNotableBearer, Walter Heller]
  • A. Walter E. Heller
    Walter E. Heller was a prominent American financier and businessman known for pioneering commercial finance and factoring services in the mid-20th century.
  • B. Wallace Miller
    Wallace Miller was a local school district official involved in the landmark U.S. Supreme Court case Wisconsin v. Yoder concerning compulsory education and religious freedom.
  • C. Wally Feurzeig
    Wally Feurzeig was an American computer scientist and educator best known for co-creating the Logo programming language, which pioneered the use of computers in education for children.
  • D. Jack Wolgin
    Jack Wolgin was a Philadelphia real estate developer and arts patron known for commissioning major public artworks, including Claes Oldenburg’s iconic sculpture "Clothespin."
  • E. Ivan Chermayeff
    Ivan Chermayeff was a prominent American graphic designer and artist renowned for his influential corporate logos and visual identities, including work for major institutions and global brands.
  • 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: Walter Heller
Triple: [Heller, hasNotableBearer, Walter Heller]
Generated description
Walter Heller was an influential American economist best known for chairing the Council of Economic Advisers under Presidents John F. Kennedy and Lyndon B. Johnson, where he helped shape New Frontier and Great Society economic policies.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Walter Heller
Target entity description: Walter Heller was an influential American economist best known for chairing the Council of Economic Advisers under Presidents John F. Kennedy and Lyndon B. Johnson, where he helped shape New Frontier and Great Society economic policies.
  • A. Walter E. Heller
    Walter E. Heller was a prominent American financier and businessman known for pioneering commercial finance and factoring services in the mid-20th century.
  • B. Wallace Miller
    Wallace Miller was a local school district official involved in the landmark U.S. Supreme Court case Wisconsin v. Yoder concerning compulsory education and religious freedom.
  • C. Wally Feurzeig
    Wally Feurzeig was an American computer scientist and educator best known for co-creating the Logo programming language, which pioneered the use of computers in education for children.
  • D. Jack Wolgin
    Jack Wolgin was a Philadelphia real estate developer and arts patron known for commissioning major public artworks, including Claes Oldenburg’s iconic sculpture "Clothespin."
  • E. Ivan Chermayeff
    Ivan Chermayeff was a prominent American graphic designer and artist renowned for his influential corporate logos and visual identities, including work for major institutions and global brands.
  • 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_69d8b90c7ec081909b4694ccecb449c6 completed April 10, 2026, 8:47 a.m.
NER Named-entity recognition batch_69e4df5a72008190bd2e56205b995a87 completed April 19, 2026, 1:57 p.m.
NED1 Entity disambiguation (via context triple) batch_6a0397fd8ab481909868d3600172b0e4 completed May 12, 2026, 9:13 p.m.
NEDg Description generation batch_6a0398fb7fb481908a32c56a798d81fd completed May 12, 2026, 9:17 p.m.
NED2 Entity disambiguation (via description) batch_6a039a2b85888190bbcae1ba9d8ba715 completed May 12, 2026, 9:22 p.m.
Created at: April 10, 2026, 10:31 a.m.