Triple

T2748292
Position Surface form Disambiguated ID Type / Status
Subject Atlanta–Sandy Springs–Alpharetta, GA Metropolitan Statistical Area E60921 entity
Predicate contains P35 FINISHED
Object McDonough, Georgia
McDonough, Georgia is a suburban city in Henry County serving as a commercial and residential hub on the southeastern outskirts of the Atlanta metropolitan area.
 E346838 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: McDonough, Georgia | Statement: [Atlanta–Sandy Springs–Alpharetta, GA Metropolitan Statistical Area, contains, McDonough, Georgia]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: McDonough, Georgia
Context triple: [Atlanta–Sandy Springs–Alpharetta, GA Metropolitan Statistical Area, contains, McDonough, Georgia]
  • A. Dunwoody, Georgia
    Dunwoody, Georgia is a suburban city in the Atlanta metropolitan area known for its residential neighborhoods, shopping centers, and business districts.
  • B. Hapeville, Georgia
    Hapeville, Georgia is a small city in the Atlanta metropolitan area known for its proximity to Hartsfield–Jackson Atlanta International Airport and its historic downtown.
  • C. Snellville, Georgia
    Snellville, Georgia is a suburban city in Gwinnett County known for its residential communities, local parks, and proximity to Atlanta.
  • D. Arlington, Georgia
    Arlington, Georgia is a small rural city in the southwestern part of the state known historically for its agricultural economy and tight-knit community.
  • E. Norcross, Georgia
    Norcross, Georgia is a historic suburban city in Gwinnett County known for its revitalized downtown, diverse community, and proximity to Atlanta.
  • 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: McDonough, Georgia
Triple: [Atlanta–Sandy Springs–Alpharetta, GA Metropolitan Statistical Area, contains, McDonough, Georgia]
Generated description
McDonough, Georgia is a suburban city in Henry County serving as a commercial and residential hub on the southeastern outskirts of the Atlanta metropolitan area.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: McDonough, Georgia
Target entity description: McDonough, Georgia is a suburban city in Henry County serving as a commercial and residential hub on the southeastern outskirts of the Atlanta metropolitan area.
  • A. Dunwoody, Georgia
    Dunwoody, Georgia is a suburban city in the Atlanta metropolitan area known for its residential neighborhoods, shopping centers, and business districts.
  • B. Hapeville, Georgia
    Hapeville, Georgia is a small city in the Atlanta metropolitan area known for its proximity to Hartsfield–Jackson Atlanta International Airport and its historic downtown.
  • C. Snellville, Georgia
    Snellville, Georgia is a suburban city in Gwinnett County known for its residential communities, local parks, and proximity to Atlanta.
  • D. Arlington, Georgia
    Arlington, Georgia is a small rural city in the southwestern part of the state known historically for its agricultural economy and tight-knit community.
  • E. Norcross, Georgia
    Norcross, Georgia is a historic suburban city in Gwinnett County known for its revitalized downtown, diverse community, and proximity to Atlanta.
  • 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_69ab4b79846081909096725374d65ce9 completed March 6, 2026, 9:47 p.m.
NER Named-entity recognition batch_69abdb517a00819084fd8f8933a25212 completed March 7, 2026, 8:01 a.m.
NED1 Entity disambiguation (via context triple) batch_69b2f3a6ce98819096379b26a6490f04 completed March 12, 2026, 5:11 p.m.
NEDg Description generation batch_69b2ff749be88190a7cdc4981ecf3e77 completed March 12, 2026, 6:01 p.m.
NED2 Entity disambiguation (via description) batch_69b313c0327c8190ad13c32d6d6c8f93 completed March 12, 2026, 7:28 p.m.
Created at: March 6, 2026, 9:56 p.m.