Triple

T20331564
Position Surface form Disambiguated ID Type / Status
Subject Inkster Road E492494 entity
Predicate adjacentTo P224 FINISHED
Object Bingham Farms, Michigan
Bingham Farms, Michigan is a small, affluent suburban village in Oakland County, known for its residential character and proximity to Detroit.
E1447914 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: Bingham Farms, Michigan | Statement: [Inkster Road, adjacentTo, Bingham Farms, Michigan]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Bingham Farms, Michigan
Context triple: [Inkster Road, adjacentTo, Bingham Farms, Michigan]
  • A. Birmingham, Michigan
    Birmingham, Michigan is an affluent suburban city in the Detroit metropolitan area known for its upscale shopping district, walkable downtown, and high quality of life.
  • B. Rochester Hills
    Rochester Hills is a suburban city in Oakland County, Michigan, known for its affluent residential communities, parks, and proximity to the Detroit metropolitan area.
  • C. Livonia, Michigan
    Livonia, Michigan is a large suburban city in Wayne County, known for its residential communities, shopping centers, and proximity to Detroit.
  • D. Watervliet, Michigan
    Watervliet, Michigan is a small city in Berrien County in southwestern Michigan, known for its rural character and proximity to inland lakes and Lake Michigan.
  • E. Dearborn Heights, Michigan
    Dearborn Heights, Michigan is a suburban city in the Detroit metropolitan area known for its residential neighborhoods, diverse population, and proximity to major regional employers and amenities.
  • 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: Bingham Farms, Michigan
Triple: [Inkster Road, adjacentTo, Bingham Farms, Michigan]
Generated description
Bingham Farms, Michigan is a small, affluent suburban village in Oakland County, known for its residential character and proximity to Detroit.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Bingham Farms, Michigan
Target entity description: Bingham Farms, Michigan is a small, affluent suburban village in Oakland County, known for its residential character and proximity to Detroit.
  • A. Birmingham, Michigan
    Birmingham, Michigan is an affluent suburban city in the Detroit metropolitan area known for its upscale shopping district, walkable downtown, and high quality of life.
  • B. Rochester Hills
    Rochester Hills is a suburban city in Oakland County, Michigan, known for its affluent residential communities, parks, and proximity to the Detroit metropolitan area.
  • C. Livonia, Michigan
    Livonia, Michigan is a large suburban city in Wayne County, known for its residential communities, shopping centers, and proximity to Detroit.
  • D. Watervliet, Michigan
    Watervliet, Michigan is a small city in Berrien County in southwestern Michigan, known for its rural character and proximity to inland lakes and Lake Michigan.
  • E. Dearborn Heights, Michigan
    Dearborn Heights, Michigan is a suburban city in the Detroit metropolitan area known for its residential neighborhoods, diverse population, and proximity to major regional employers and amenities.
  • 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_69e0b4a1a09881908d97270d6971a25a completed April 16, 2026, 10:06 a.m.
NER Named-entity recognition batch_69e677e7baf481909282293d78597634 completed April 20, 2026, 7 p.m.
NED1 Entity disambiguation (via context triple) batch_6a08e8202e748190a043ac51dc8faa01 completed May 16, 2026, 9:56 p.m.
NEDg Description generation batch_6a08e88b1e1c8190a02a52e50470ce79 completed May 16, 2026, 9:58 p.m.
NED2 Entity disambiguation (via description) batch_6a08e923a134819082e8d677c420f8ce completed May 16, 2026, 10:01 p.m.
Created at: April 16, 2026, 11:22 a.m.