Triple
T2983955
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Milton, Georgia |
E80576
|
entity |
| Predicate | locatedIn |
P40
|
FINISHED |
| Object |
North Fulton County
North Fulton County is the affluent, rapidly growing northern portion of Fulton County in the Atlanta metropolitan area, encompassing suburban cities such as Milton, Alpharetta, and Roswell.
|
E316396
|
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: North Fulton County | Statement: [Milton, Georgia, locatedIn, North Fulton County]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: North Fulton County Context triple: [Milton, Georgia, locatedIn, North Fulton County]
-
A.
Forsyth County, Georgia
Forsyth County, Georgia is a rapidly growing suburban county in the Atlanta metropolitan area, known for its high-ranked schools, affluent communities, and proximity to Lake Lanier.
-
B.
Gwinnett County, Georgia
Gwinnett County, Georgia is a populous suburban county in the Atlanta metropolitan area known for its rapid growth, diverse communities, and major commercial and residential developments.
-
C.
Fayette County, Georgia
Fayette County, Georgia is a suburban county south of Atlanta known for its affluent communities, strong public schools, and the city of Peachtree City with its extensive golf cart path system.
-
D.
Chattahoochee County, Georgia
Chattahoochee County, Georgia is a small county in western Georgia known for encompassing much of Fort Moore (formerly Fort Benning), a major U.S. Army installation.
-
E.
Cobb County, Georgia
Cobb County, Georgia is a populous suburban county in the Atlanta metropolitan area known for its residential communities, commercial centers, and local government services.
- 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: North Fulton County Triple: [Milton, Georgia, locatedIn, North Fulton County]
Generated description
North Fulton County is the affluent, rapidly growing northern portion of Fulton County in the Atlanta metropolitan area, encompassing suburban cities such as Milton, Alpharetta, and Roswell.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: North Fulton County Target entity description: North Fulton County is the affluent, rapidly growing northern portion of Fulton County in the Atlanta metropolitan area, encompassing suburban cities such as Milton, Alpharetta, and Roswell.
-
A.
Forsyth County, Georgia
Forsyth County, Georgia is a rapidly growing suburban county in the Atlanta metropolitan area, known for its high-ranked schools, affluent communities, and proximity to Lake Lanier.
-
B.
Gwinnett County, Georgia
Gwinnett County, Georgia is a populous suburban county in the Atlanta metropolitan area known for its rapid growth, diverse communities, and major commercial and residential developments.
-
C.
Fayette County, Georgia
Fayette County, Georgia is a suburban county south of Atlanta known for its affluent communities, strong public schools, and the city of Peachtree City with its extensive golf cart path system.
-
D.
Chattahoochee County, Georgia
Chattahoochee County, Georgia is a small county in western Georgia known for encompassing much of Fort Moore (formerly Fort Benning), a major U.S. Army installation.
-
E.
Cobb County, Georgia
Cobb County, Georgia is a populous suburban county in the Atlanta metropolitan area known for its residential communities, commercial centers, and local government services.
- 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_69ad8b15f6ac8190be5fd16a33edcb4f |
completed | March 8, 2026, 2:43 p.m. |
| NER | Named-entity recognition | batch_69ad99c481fc81909971c96352a881b4 |
completed | March 8, 2026, 3:46 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69b108f8b2b08190904cf89befe656dd |
completed | March 11, 2026, 6:17 a.m. |
| NEDg | Description generation | batch_69b10bacb1588190868ae703c437e57e |
completed | March 11, 2026, 6:29 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69b10bf903748190a203f0ea97332212 |
completed | March 11, 2026, 6:30 a.m. |
Created at: March 8, 2026, 2:59 p.m.