Triple

T2857857
Position Surface form Disambiguated ID Type / Status
Subject Flint water crisis E63245 entity
Predicate involvesOrganization P629 FINISHED
Object Emergency manager of Flint
The Emergency Manager of Flint was a state-appointed official who assumed control over the city’s finances and key decisions, including those that led to the Flint water crisis.
E305072 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: Emergency manager of Flint | Statement: [Flint water crisis, involvesOrganization, Emergency manager of Flint]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Emergency manager of Flint
Context triple: [Flint water crisis, involvesOrganization, Emergency manager of Flint]
  • A. People of the Flint
    People of the Flint is a traditional name and self-designation of the Mohawk people, reflecting their historic identity and cultural connection to flint and stone-working.
  • B. Flint City Council
    Flint City Council is the elected legislative body responsible for creating local laws, setting policies, and overseeing municipal governance in the city of Flint, Michigan.
  • C. Lieutenant Governor of Detroit
    The Lieutenant Governor of Detroit was a British colonial administrative post responsible for governing the Detroit region and its surrounding territories during the 18th century.
  • D. Flint, Michigan
    Flint, Michigan is an industrial city in the United States best known as the birthplace of General Motors and for its central role in the American automotive industry.
  • E. Phoenix City Manager
    The Phoenix City Manager is the chief administrative official responsible for overseeing the day-to-day operations and departments of the municipal government of Phoenix, Arizona.
  • 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: Emergency manager of Flint
Triple: [Flint water crisis, involvesOrganization, Emergency manager of Flint]
Generated description
The Emergency Manager of Flint was a state-appointed official who assumed control over the city’s finances and key decisions, including those that led to the Flint water crisis.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Emergency manager of Flint
Target entity description: The Emergency Manager of Flint was a state-appointed official who assumed control over the city’s finances and key decisions, including those that led to the Flint water crisis.
  • A. People of the Flint
    People of the Flint is a traditional name and self-designation of the Mohawk people, reflecting their historic identity and cultural connection to flint and stone-working.
  • B. Flint City Council
    Flint City Council is the elected legislative body responsible for creating local laws, setting policies, and overseeing municipal governance in the city of Flint, Michigan.
  • C. Lieutenant Governor of Detroit
    The Lieutenant Governor of Detroit was a British colonial administrative post responsible for governing the Detroit region and its surrounding territories during the 18th century.
  • D. Flint, Michigan
    Flint, Michigan is an industrial city in the United States best known as the birthplace of General Motors and for its central role in the American automotive industry.
  • E. Phoenix City Manager
    The Phoenix City Manager is the chief administrative official responsible for overseeing the day-to-day operations and departments of the municipal government of Phoenix, Arizona.
  • 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_69ab4c41e8c08190a9e8f5249cc12610 completed March 6, 2026, 9:50 p.m.
NER Named-entity recognition batch_69abdf89d3b4819086936f26d8683a2a completed March 7, 2026, 8:19 a.m.
NED1 Entity disambiguation (via context triple) batch_69b01d91f6448190866f6ee0491041cf completed March 10, 2026, 1:33 p.m.
NEDg Description generation batch_69b01e45f6e481908665e0961c3a3778 completed March 10, 2026, 1:36 p.m.
NED2 Entity disambiguation (via description) batch_69b0224832108190be252c0245d588d2 completed March 10, 2026, 1:53 p.m.
Created at: March 6, 2026, 10:02 p.m.