Triple

T5278447
Position Surface form Disambiguated ID Type / Status
Subject Spanos family E119430 entity
Predicate operatesThrough P423 FINISHED
Object A.G. Spanos Companies
A.G. Spanos Companies is a major U.S. real estate development and property management firm best known for building and managing large-scale multifamily housing communities.
 E509111 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: A.G. Spanos Companies | Statement: [Spanos family, operatesThrough, A.G. Spanos Companies]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: A.G. Spanos Companies
Context triple: [Spanos family, operatesThrough, A.G. Spanos Companies]
  • A. Pella Corporation
    Pella Corporation is a major American manufacturer of windows and doors known for its innovative, energy-efficient building products.
  • B. Cox Enterprises
    Cox Enterprises is a major U.S. privately held media, communications, and automotive services conglomerate.
  • C. Ilitch Holdings
    Ilitch Holdings is a Detroit-based private company that serves as the parent organization for the Ilitch family's diverse business empire, including professional sports teams, entertainment venues, and food service brands.
  • D. Anschutz Corporation
    Anschutz Corporation is a privately held American holding company with diversified interests in energy, railroads, real estate, sports, and entertainment.
  • E. John W. Henry & Company
    John W. Henry & Company was a prominent investment management firm founded by commodities trader John W. Henry, best known for its systematic futures and managed futures trading strategies.
  • 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: A.G. Spanos Companies
Triple: [Spanos family, operatesThrough, A.G. Spanos Companies]
Generated description
A.G. Spanos Companies is a major U.S. real estate development and property management firm best known for building and managing large-scale multifamily housing communities.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: A.G. Spanos Companies
Target entity description: A.G. Spanos Companies is a major U.S. real estate development and property management firm best known for building and managing large-scale multifamily housing communities.
  • A. Pella Corporation
    Pella Corporation is a major American manufacturer of windows and doors known for its innovative, energy-efficient building products.
  • B. Cox Enterprises
    Cox Enterprises is a major U.S. privately held media, communications, and automotive services conglomerate.
  • C. Ilitch Holdings
    Ilitch Holdings is a Detroit-based private company that serves as the parent organization for the Ilitch family's diverse business empire, including professional sports teams, entertainment venues, and food service brands.
  • D. Anschutz Corporation
    Anschutz Corporation is a privately held American holding company with diversified interests in energy, railroads, real estate, sports, and entertainment.
  • E. John W. Henry & Company
    John W. Henry & Company was a prominent investment management firm founded by commodities trader John W. Henry, best known for its systematic futures and managed futures trading strategies.
  • 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_69bd446d05a8819092ad333a3f9c8d5c completed March 20, 2026, 12:58 p.m.
NER Named-entity recognition batch_69bd84c2eab881908698a14b116a3bfa completed March 20, 2026, 5:32 p.m.
NED1 Entity disambiguation (via context triple) batch_69bf06d9aab08190ad9905925a849922 completed March 21, 2026, 9 p.m.
NEDg Description generation batch_69bf0940d79081909d0f87359df5100f completed March 21, 2026, 9:10 p.m.
NED2 Entity disambiguation (via description) batch_69bf0999f36c8190bb707c27228690f7 completed March 21, 2026, 9:11 p.m.
Created at: March 20, 2026, 1:51 p.m.