Triple

T12498741
Position Surface form Disambiguated ID Type / Status
Subject Bloomfield Township, Michigan E298759 entity
Predicate hasSchoolDistrict P226 FINISHED
Object Bloomfield Hills Schools
Bloomfield Hills Schools is a public school district serving the Bloomfield Hills and Bloomfield Township area in suburban Oakland County, Michigan, known for its high academic standards and affluent community.
E987787 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: Bloomfield Hills Schools | Statement: [Bloomfield Township, Michigan, hasSchoolDistrict, Bloomfield Hills Schools]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Bloomfield Hills Schools
Context triple: [Bloomfield Township, Michigan, hasSchoolDistrict, Bloomfield Hills Schools]
  • A. West Bloomfield School District
    West Bloomfield School District is a public school system in Oakland County, Michigan, serving students from communities including West Bloomfield and Keego Harbor.
  • B. Allen Park Public Schools
    Allen Park Public Schools is the public school district serving students in the city of Allen Park, Michigan.
  • C. Southfield Public School District
    Southfield Public School District is a public education system serving students in the city of Southfield, Michigan, through a network of elementary, middle, and high schools.
  • D. Northville Public Schools
    Northville Public Schools is a public school district in southeastern Michigan known for serving communities such as Novi and maintaining strong academic performance.
  • E. Livonia Public Schools
    Livonia Public Schools is a public school district serving students in the city of Livonia and surrounding areas in Michigan.
  • 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: Bloomfield Hills Schools
Triple: [Bloomfield Township, Michigan, hasSchoolDistrict, Bloomfield Hills Schools]
Generated description
Bloomfield Hills Schools is a public school district serving the Bloomfield Hills and Bloomfield Township area in suburban Oakland County, Michigan, known for its high academic standards and affluent community.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Bloomfield Hills Schools
Target entity description: Bloomfield Hills Schools is a public school district serving the Bloomfield Hills and Bloomfield Township area in suburban Oakland County, Michigan, known for its high academic standards and affluent community.
  • A. West Bloomfield School District
    West Bloomfield School District is a public school system in Oakland County, Michigan, serving students from communities including West Bloomfield and Keego Harbor.
  • B. Allen Park Public Schools
    Allen Park Public Schools is the public school district serving students in the city of Allen Park, Michigan.
  • C. Southfield Public School District
    Southfield Public School District is a public education system serving students in the city of Southfield, Michigan, through a network of elementary, middle, and high schools.
  • D. Northville Public Schools
    Northville Public Schools is a public school district in southeastern Michigan known for serving communities such as Novi and maintaining strong academic performance.
  • E. Livonia Public Schools
    Livonia Public Schools is a public school district serving students in the city of Livonia and surrounding areas in Michigan.
  • 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_69d6ada4cd388190ae3bbf83ff87057a completed April 8, 2026, 7:33 p.m.
NER Named-entity recognition batch_69d94dfa98348190b9ac164ecdada6fe completed April 10, 2026, 7:22 p.m.
NED1 Entity disambiguation (via context triple) batch_69f64bb131608190b34a07a7026b160e completed May 2, 2026, 7:08 p.m.
NEDg Description generation batch_69f64d15a97c81909046190f0d0fd986 completed May 2, 2026, 7:14 p.m.
NED2 Entity disambiguation (via description) batch_69f64e6d311c8190b851b89e394165d0 completed May 2, 2026, 7:20 p.m.
Created at: April 8, 2026, 9:57 p.m.