Triple

T2801451
Position Surface form Disambiguated ID Type / Status
Subject Charles Barkley E53162 entity
Predicate spouse P13 FINISHED
Object Maureen Blumhardt
Maureen Blumhardt is a former model and legal aide best known as the longtime wife of NBA Hall of Famer Charles Barkley.
 E525158 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: Maureen Blumhardt | Statement: [Charles Barkley, spouse, Maureen Blumhardt]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Maureen Blumhardt
Context triple: [Charles Barkley, spouse, Maureen Blumhardt]
  • A. Maureen Swanson
    Maureen Swanson was a British actress active in the 1950s, known for her roles in comedy and drama films before later becoming the Countess of Dudley.
  • B. Maureen Earl
    Maureen Earl is best known as the wife of American novelist Clifford Irving, who gained notoriety for his fraudulent "autobiography" of Howard Hughes.
  • C. Gail Klintworth
    Gail Klintworth is a business leader known for her senior roles in global consumer goods companies and her work advancing responsible, sustainable business practices.
  • D. Judy Hofflund
    Judy Hofflund is a film producer known for her work on major studio projects, including the 2022 adaptation of "Death on the Nile."
  • E. Maureen Dean
    Maureen Dean is an American writer and former political figure best known for her public presence during the Watergate scandal as the wife of White House Counsel John Dean.
  • 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: Maureen Blumhardt
Triple: [Charles Barkley, spouse, Maureen Blumhardt]
Generated description
Maureen Blumhardt is a former model and legal aide best known as the longtime wife of NBA Hall of Famer Charles Barkley.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Maureen Blumhardt
Target entity description: Maureen Blumhardt is a former model and legal aide best known as the longtime wife of NBA Hall of Famer Charles Barkley.
  • A. Maureen Swanson
    Maureen Swanson was a British actress active in the 1950s, known for her roles in comedy and drama films before later becoming the Countess of Dudley.
  • B. Maureen Earl
    Maureen Earl is best known as the wife of American novelist Clifford Irving, who gained notoriety for his fraudulent "autobiography" of Howard Hughes.
  • C. Gail Klintworth
    Gail Klintworth is a business leader known for her senior roles in global consumer goods companies and her work advancing responsible, sustainable business practices.
  • D. Judy Hofflund
    Judy Hofflund is a film producer known for her work on major studio projects, including the 2022 adaptation of "Death on the Nile."
  • E. Maureen Dean
    Maureen Dean is an American writer and former political figure best known for her public presence during the Watergate scandal as the wife of White House Counsel John Dean.
  • 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_69ab495a90788190941b6917e1eca3a6 completed March 6, 2026, 9:38 p.m.
NER Named-entity recognition batch_69abde1117148190b0c98f906f1c872e completed March 7, 2026, 8:13 a.m.
NED1 Entity disambiguation (via context triple) batch_69bf856d4d6481908b99610cf52abc76 completed March 22, 2026, 6 a.m.
NEDg Description generation batch_69bf8632767c8190bdb5c4f6a505169e completed March 22, 2026, 6:03 a.m.
NED2 Entity disambiguation (via description) batch_69bf86ab7b988190953cff2d4387f742 completed March 22, 2026, 6:05 a.m.
Created at: March 6, 2026, 9:58 p.m.