Triple

T10683355
Position Surface form Disambiguated ID Type / Status
Subject south-central Michigan E251811 entity
Predicate hasCity P316 FINISHED
Object Marshall, Michigan
Marshall, Michigan is a historic small city known for its well-preserved 19th-century architecture and role as a cultural and economic center in south-central Michigan.
E1065235 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: Marshall, Michigan | Statement: [south-central Michigan, hasCity, Marshall, Michigan]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Marshall, Michigan
Context triple: [south-central Michigan, hasCity, Marshall, Michigan]
  • A. Mason, Michigan
    Mason, Michigan is a small city that serves as the county seat of Ingham County and is part of the Greater Lansing metropolitan area.
  • B. Westland, Michigan
    Westland, Michigan is a suburban city in Wayne County within the Detroit metropolitan area, known primarily as a residential and retail community.
  • C. Hancock, Michigan
    Hancock, Michigan is a small city in Michigan’s Upper Peninsula known for its rich copper-mining heritage, Finnish-American culture, and proximity to the Keweenaw Peninsula’s historic and natural attractions.
  • D. 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.
  • E. Hartford, Michigan
    Hartford, Michigan is a small city in southwestern Michigan known for its rural character, agricultural surroundings, and proximity to major regional transportation routes.
  • 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: Marshall, Michigan
Triple: [south-central Michigan, hasCity, Marshall, Michigan]
Generated description
Marshall, Michigan is a historic small city known for its well-preserved 19th-century architecture and role as a cultural and economic center in south-central Michigan.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Marshall, Michigan
Target entity description: Marshall, Michigan is a historic small city known for its well-preserved 19th-century architecture and role as a cultural and economic center in south-central Michigan.
  • A. Mason, Michigan
    Mason, Michigan is a small city that serves as the county seat of Ingham County and is part of the Greater Lansing metropolitan area.
  • B. Westland, Michigan
    Westland, Michigan is a suburban city in Wayne County within the Detroit metropolitan area, known primarily as a residential and retail community.
  • C. Hancock, Michigan
    Hancock, Michigan is a small city in Michigan’s Upper Peninsula known for its rich copper-mining heritage, Finnish-American culture, and proximity to the Keweenaw Peninsula’s historic and natural attractions.
  • D. 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.
  • E. Hartford, Michigan
    Hartford, Michigan is a small city in southwestern Michigan known for its rural character, agricultural surroundings, and proximity to major regional transportation routes.
  • 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_69d6aa5bd7c08190a816e733b4045c23 completed April 8, 2026, 7:19 p.m.
NER Named-entity recognition batch_69d6fcc43b9481908f35490db93db76c completed April 9, 2026, 1:11 a.m.
NED1 Entity disambiguation (via context triple) batch_69f7c0cf61108190a15ab76454fc0d75 completed May 3, 2026, 9:40 p.m.
NEDg Description generation batch_69f7c20da9448190b3167b091bd39b94 completed May 3, 2026, 9:45 p.m.
NED2 Entity disambiguation (via description) batch_69f7c2cc63148190b9ca2828abe54286 completed May 3, 2026, 9:49 p.m.
Created at: April 8, 2026, 9:10 p.m.