Triple

T6764248
Position Surface form Disambiguated ID Type / Status
Subject Cumming, Georgia E154675 entity
Predicate hasAttraction P105 FINISHED
Object Cumming City Center
Cumming City Center is a mixed-use downtown development in Cumming, Georgia, featuring shops, dining, entertainment, and community gathering spaces.
 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, Georgia, hasAttraction, Cumming City Center]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Cumming City Center
Context triple: [Cumming, Georgia, hasAttraction, 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 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.
  • D. Old Town Center
    Old Town Center is a retail and mixed-use shopping center property owned and operated by Federal Realty Investment Trust.
  • E. Piedmont Exedra Plaza
    Piedmont Exedra Plaza is a prominent civic gathering space and historic landmark located in the city center of Piedmont, California.
  • 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, Georgia, hasAttraction, Cumming City Center]
Generated description
Cumming City Center is a mixed-use downtown development in Cumming, Georgia, featuring shops, dining, entertainment, and community gathering spaces.
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 downtown development in Cumming, Georgia, featuring shops, dining, entertainment, and community gathering spaces.
  • 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 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.
  • D. Old Town Center
    Old Town Center is a retail and mixed-use shopping center property owned and operated by Federal Realty Investment Trust.
  • E. Piedmont Exedra Plaza
    Piedmont Exedra Plaza is a prominent civic gathering space and historic landmark located in the city center of Piedmont, California.
  • 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_69c688109c1c8190added9a221292af0 completed March 27, 2026, 1:37 p.m.
NER Named-entity recognition batch_69c6d217bbfc81908c9e55efaf7f8594 completed March 27, 2026, 6:53 p.m.
NED1 Entity disambiguation (via context triple) batch_69c712b9e7f081909d9fcc219ac525b8 completed March 27, 2026, 11:28 p.m.
NEDg Description generation batch_69c71396f1f88190b3316e694424a2fe completed March 27, 2026, 11:32 p.m.
NED2 Entity disambiguation (via description) batch_69c7146413748190b844d9422dce42c2 completed March 27, 2026, 11:36 p.m.
Created at: March 27, 2026, 2:12 p.m.