Triple

T2791824
Position Surface form Disambiguated ID Type / Status
Subject Taubman family E61946 entity
Predicate associatedWithOrganization P629 FINISHED
Object Taubman Centers
Taubman Centers is a U.S.-based real estate investment trust best known for developing, owning, and operating upscale shopping malls and retail properties.
 E299134 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: Taubman Centers | Statement: [Taubman family, associatedWithOrganization, Taubman Centers]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Taubman Centers
Context triple: [Taubman family, associatedWithOrganization, Taubman Centers]
  • A. Macerich
    Macerich is a major American real estate investment trust specializing in the ownership, management, and development of shopping malls and retail properties across the United States.
  • B. Simon Property Group
    Simon Property Group is a major American real estate investment trust specializing in owning and operating large shopping malls and retail properties across the United States and internationally.
  • C. Brookfield Properties
    Brookfield Properties is a global real estate company that owns, develops, and operates a large portfolio of premier retail, office, and mixed-use properties.
  • D. Boston Properties
    Boston Properties is a major publicly traded real estate investment trust (REIT) in the United States, known for owning and managing premier office and mixed-use properties in key urban markets.
  • E. Trammell Crow Company
    Trammell Crow Company is a major American real estate development and investment firm known for developing large-scale commercial properties across the United States.
  • 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: Taubman Centers
Triple: [Taubman family, associatedWithOrganization, Taubman Centers]
Generated description
Taubman Centers is a U.S.-based real estate investment trust best known for developing, owning, and operating upscale shopping malls and retail properties.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Taubman Centers
Target entity description: Taubman Centers is a U.S.-based real estate investment trust best known for developing, owning, and operating upscale shopping malls and retail properties.
  • A. Macerich
    Macerich is a major American real estate investment trust specializing in the ownership, management, and development of shopping malls and retail properties across the United States.
  • B. Simon Property Group
    Simon Property Group is a major American real estate investment trust specializing in owning and operating large shopping malls and retail properties across the United States and internationally.
  • C. Brookfield Properties
    Brookfield Properties is a global real estate company that owns, develops, and operates a large portfolio of premier retail, office, and mixed-use properties.
  • D. Boston Properties
    Boston Properties is a major publicly traded real estate investment trust (REIT) in the United States, known for owning and managing premier office and mixed-use properties in key urban markets.
  • E. Trammell Crow Company
    Trammell Crow Company is a major American real estate development and investment firm known for developing large-scale commercial properties across the United States.
  • 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_69ab4b7f51d881908768300ebd2fbdae completed March 6, 2026, 9:47 p.m.
NER Named-entity recognition batch_69abddcfe19c81908f94dd449f18a2c2 completed March 7, 2026, 8:12 a.m.
NED1 Entity disambiguation (via context triple) batch_69afc65ebe788190859012e930918b05 completed March 10, 2026, 7:21 a.m.
NEDg Description generation batch_69afc6c6c620819098b76db174a6f98e completed March 10, 2026, 7:22 a.m.
NED2 Entity disambiguation (via description) batch_69afc72b2e3c8190aad78ac8924f07af completed March 10, 2026, 7:24 a.m.
Created at: March 6, 2026, 9:58 p.m.