Triple

T12764056
Position Surface form Disambiguated ID Type / Status
Subject Emergency Manager of Flint E305072 entity
Predicate hasOccupant P2911 FINISHED
Object Gerald Ambrose
Gerald Ambrose is a former state-appointed emergency manager of Flint, Michigan, associated with the period of the Flint water crisis.
E1013363 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: Gerald Ambrose | Statement: [Emergency Manager of Flint, hasOccupant, Gerald Ambrose]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Gerald Ambrose
Context triple: [Emergency Manager of Flint, hasOccupant, Gerald Ambrose]
  • A. Gerald Austin
    Gerald Austin is a former National Football League official best known for serving as the referee in multiple Super Bowls, including Super Bowl XXXV.
  • B. Gerald Hughes
    Gerald Hughes is best known as the brother of British poet Ted Hughes and as a writer and memoirist who documented their family life and Yorkshire upbringing.
  • C. Gerald Shannon
    Gerald Shannon is a central character in the 1935 romantic drama film "The Dark Angel," around whom much of the story’s emotional conflict revolves.
  • D. John Abernethy
    John Abernethy was a prominent 18th–19th century English surgeon and anatomist known for his influential teaching and writings that helped shape modern surgical practice.
  • E. Glen Bishop
    Glen Bishop is a recurring character on the television series "Mad Men," known as a socially awkward neighbor boy who develops a complicated, emotionally charged friendship with Sally Draper.
  • 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: Gerald Ambrose
Triple: [Emergency Manager of Flint, hasOccupant, Gerald Ambrose]
Generated description
Gerald Ambrose is a former state-appointed emergency manager of Flint, Michigan, associated with the period of the Flint water crisis.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Gerald Ambrose
Target entity description: Gerald Ambrose is a former state-appointed emergency manager of Flint, Michigan, associated with the period of the Flint water crisis.
  • A. Gerald Austin
    Gerald Austin is a former National Football League official best known for serving as the referee in multiple Super Bowls, including Super Bowl XXXV.
  • B. Gerald Hughes
    Gerald Hughes is best known as the brother of British poet Ted Hughes and as a writer and memoirist who documented their family life and Yorkshire upbringing.
  • C. Gerald Shannon
    Gerald Shannon is a central character in the 1935 romantic drama film "The Dark Angel," around whom much of the story’s emotional conflict revolves.
  • D. John Abernethy
    John Abernethy was a prominent 18th–19th century English surgeon and anatomist known for his influential teaching and writings that helped shape modern surgical practice.
  • E. Glen Bishop
    Glen Bishop is a recurring character on the television series "Mad Men," known as a socially awkward neighbor boy who develops a complicated, emotionally charged friendship with Sally Draper.
  • 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_69d7bdf1fcd081909ffb0e0d6fa3a07d completed April 9, 2026, 2:55 p.m.
NER Named-entity recognition batch_69d96d8f9f588190bffdea878856204b completed April 10, 2026, 9:37 p.m.
NED1 Entity disambiguation (via context triple) batch_69f6b8c514c481908ffff413c3873b0b completed May 3, 2026, 2:53 a.m.
NEDg Description generation batch_69f6b9a1ca54819085da2ca592bf5219 completed May 3, 2026, 2:57 a.m.
NED2 Entity disambiguation (via description) batch_69f6bb03d8d88190930edd0f49fec8aa completed May 3, 2026, 3:03 a.m.
Created at: April 9, 2026, 5:28 p.m.