Triple

T1431362
Position Surface form Disambiguated ID Type / Status
Subject David Petraeus E30451 entity
Predicate spouse P13 FINISHED
Object Holly Petraeus
Holly Petraeus is an American consumer protection advocate and former head of the Office of Servicemember Affairs at the Consumer Financial Protection Bureau, known for her work on financial issues affecting military families.
 E167953 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: Holly Petraeus | Statement: [David Petraeus, spouse, Holly Petraeus]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Holly Petraeus
Context triple: [David Petraeus, spouse, Holly Petraeus]
  • A. David Petraeus
    David Petraeus is a retired four-star U.S. Army general and former CIA Director best known for leading coalition forces during the Iraq War and shaping modern counterinsurgency strategy.
  • B. Beverley J. McKeon
    Beverley J. McKeon is a prominent fluid dynamicist known for her influential research on wall-bounded turbulence and flow control.
  • C. Leah Ashley
    Leah Ashley is a fashion and lifestyle expert best known as a co-host and style contributor on the daytime talk show FABLife.
  • D. Mark Shriver
    Mark Shriver is an American politician, author, and advocate for social justice, known for his work with Save the Children and as a member of the prominent Kennedy family.
  • E. David Malpass
    David Malpass is an American economist and former U.S. Treasury official who served as President of the World Bank Group from 2019 to 2023.
  • 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: Holly Petraeus
Triple: [David Petraeus, spouse, Holly Petraeus]
Generated description
Holly Petraeus is an American consumer protection advocate and former head of the Office of Servicemember Affairs at the Consumer Financial Protection Bureau, known for her work on financial issues affecting military families.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Holly Petraeus
Target entity description: Holly Petraeus is an American consumer protection advocate and former head of the Office of Servicemember Affairs at the Consumer Financial Protection Bureau, known for her work on financial issues affecting military families.
  • A. David Petraeus
    David Petraeus is a retired four-star U.S. Army general and former CIA Director best known for leading coalition forces during the Iraq War and shaping modern counterinsurgency strategy.
  • B. Beverley J. McKeon
    Beverley J. McKeon is a prominent fluid dynamicist known for her influential research on wall-bounded turbulence and flow control.
  • C. Leah Ashley
    Leah Ashley is a fashion and lifestyle expert best known as a co-host and style contributor on the daytime talk show FABLife.
  • D. Mark Shriver
    Mark Shriver is an American politician, author, and advocate for social justice, known for his work with Save the Children and as a member of the prominent Kennedy family.
  • E. David Malpass
    David Malpass is an American economist and former U.S. Treasury official who served as President of the World Bank Group from 2019 to 2023.
  • 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_69a498fc69ec8190b61722bd4b67c4d2 completed March 1, 2026, 7:52 p.m.
NER Named-entity recognition batch_69a4c4dc3e2081909ff951fe73db277b completed March 1, 2026, 10:59 p.m.
NED1 Entity disambiguation (via context triple) batch_69ad0e6c095c8190ad881f8d5b22ce93 completed March 8, 2026, 5:51 a.m.
NEDg Description generation batch_69ad10b1c9b4819082618db50ec8994f completed March 8, 2026, 6:01 a.m.
NED2 Entity disambiguation (via description) batch_69ad10fca0448190b2c9bd917249c0f6 completed March 8, 2026, 6:02 a.m.
Created at: March 1, 2026, 8 p.m.