Triple

T8365713
Position Surface form Disambiguated ID Type / Status
Subject Cumming E197120 entity
Predicate hasFacility P105 FINISHED
Object Cumming City Center
Cumming City Center is a mixed-use civic and commercial hub in Cumming, Georgia, featuring shops, dining, public spaces, and community events.
 E197120 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: Cumming City Center | Statement: [Cumming, hasFacility, Cumming City Center]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Cumming City Center
Context triple: [Cumming, hasFacility, Cumming City Center]
  • A. Cumming
    Cumming is a small city in Forsyth County, Georgia, known as a suburban community within the Atlanta metropolitan area.
  • B. Jordan Creek Town Center
    Jordan Creek Town Center is a large regional shopping mall and entertainment complex serving as a major retail hub in the Des Moines metropolitan area.
  • C. Columbia Square
    Columbia Square is a historic public square in Savannah, Georgia, known for its picturesque live oaks, period architecture, and role as part of the city’s iconic grid of landscaped squares.
  • D. Columbia City business district
    The Columbia City business district is a historic, culturally diverse commercial hub in southeast Seattle known for its restaurants, shops, and neighborhood gathering spaces.
  • E. Old Town Center
    Old Town Center is a retail and mixed-use shopping center property owned and operated by Federal Realty Investment Trust.
  • 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: Cumming City Center
Triple: [Cumming, hasFacility, Cumming City Center]
Generated description
Cumming City Center is a mixed-use civic and commercial hub in Cumming, Georgia, featuring shops, dining, public spaces, and community events.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Cumming City Center
Target entity description: Cumming City Center is a mixed-use civic and commercial hub in Cumming, Georgia, featuring shops, dining, public spaces, and community events.
  • A. Cumming chosen
    Cumming is a small city in Forsyth County, Georgia, known as a suburban community within the Atlanta metropolitan area.
  • B. Jordan Creek Town Center
    Jordan Creek Town Center is a large regional shopping mall and entertainment complex serving as a major retail hub in the Des Moines metropolitan area.
  • C. Columbia Square
    Columbia Square is a historic public square in Savannah, Georgia, known for its picturesque live oaks, period architecture, and role as part of the city’s iconic grid of landscaped squares.
  • D. Columbia City business district
    The Columbia City business district is a historic, culturally diverse commercial hub in southeast Seattle known for its restaurants, shops, and neighborhood gathering spaces.
  • E. Old Town Center
    Old Town Center is a retail and mixed-use shopping center property owned and operated by Federal Realty Investment Trust.
  • F. None of above.

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_69ca82f2dbe48190aba982e75a0d94de completed March 30, 2026, 2:04 p.m.
NER Named-entity recognition batch_69cb808bc22481909ce2f8b48cc95806 completed March 31, 2026, 8:06 a.m.
NED1 Entity disambiguation (via context triple) batch_69cdc78497cc8190a88bb5934f31e1f7 completed April 2, 2026, 1:33 a.m.
NEDg Description generation batch_69cdcc88456c8190ba8613b4cbf40fbb completed April 2, 2026, 1:55 a.m.
NED2 Entity disambiguation (via description) batch_69cdcd75714881908f0b069a94ee334f completed April 2, 2026, 1:59 a.m.
Created at: March 30, 2026, 6 p.m.