Triple

T2491448
Position Surface form Disambiguated ID Type / Status
Subject Oakland County, Michigan E52050 entity
Predicate containsSettlement P847 FINISHED
Object 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.
E509679 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: Birmingham, Michigan | Statement: [Oakland County, Michigan, containsSettlement, Birmingham, Michigan]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Birmingham, Michigan
Context triple: [Oakland County, Michigan, containsSettlement, Birmingham, Michigan]
  • A. Trenton, Michigan
    Trenton, Michigan is a small city in southeastern Michigan along the Detroit River, known for its industrial history, riverfront parks, and role as part of the Downriver suburban communities near Detroit.
  • B. Rockford, Michigan
    Rockford, Michigan is a small city in western Michigan known for its historic downtown, scenic Rogue River setting, and strong community atmosphere.
  • C. St. Joseph, Michigan
    St. Joseph, Michigan is a small Lake Michigan shoreline city in southwestern Michigan known for its beaches, harbor, and historic downtown.
  • D. Jackson, Michigan
    Jackson, Michigan is a mid-sized city in south-central Michigan historically notable as the birthplace of the Republican Party in the 1850s.
  • E. Milan, Michigan
    Milan, Michigan is a small city in southeastern Michigan known for its historic downtown, community events, and location spanning both Washtenaw and Monroe counties.
  • 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: Birmingham, Michigan
Triple: [Oakland County, Michigan, containsSettlement, Birmingham, Michigan]
Generated description
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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Birmingham, Michigan
Target entity description: 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.
  • A. Trenton, Michigan
    Trenton, Michigan is a small city in southeastern Michigan along the Detroit River, known for its industrial history, riverfront parks, and role as part of the Downriver suburban communities near Detroit.
  • B. Rockford, Michigan
    Rockford, Michigan is a small city in western Michigan known for its historic downtown, scenic Rogue River setting, and strong community atmosphere.
  • C. St. Joseph, Michigan
    St. Joseph, Michigan is a small Lake Michigan shoreline city in southwestern Michigan known for its beaches, harbor, and historic downtown.
  • D. Jackson, Michigan
    Jackson, Michigan is a mid-sized city in south-central Michigan historically notable as the birthplace of the Republican Party in the 1850s.
  • E. Milan, Michigan
    Milan, Michigan is a small city in southeastern Michigan known for its historic downtown, community events, and location spanning both Washtenaw and Monroe counties.
  • 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_69ab4955111c8190835bf619adec21ff completed March 6, 2026, 9:38 p.m.
NER Named-entity recognition batch_69abd1914ca48190ab0a6cc5f1bd2f56 completed March 7, 2026, 7:19 a.m.
NED1 Entity disambiguation (via context triple) batch_69bf10a00c5c819090fa26ce068033b6 completed March 21, 2026, 9:41 p.m.
NEDg Description generation batch_69bf115365f0819091605010b346c4f9 completed March 21, 2026, 9:44 p.m.
NED2 Entity disambiguation (via description) batch_69bf11a79fdc8190ae82034e77bc46b7 completed March 21, 2026, 9:46 p.m.
Created at: March 6, 2026, 9:45 p.m.