Triple
T2934414
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Warminster, Pennsylvania |
E79230
|
entity |
| Predicate | borders |
P224
|
FINISHED |
| Object |
Upper Southampton Township, Bucks County, Pennsylvania
Upper Southampton Township is a suburban municipality in Bucks County, Pennsylvania, known for its residential communities and proximity to Philadelphia in the Delaware Valley region.
|
E314706
|
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: Upper Southampton Township, Bucks County, Pennsylvania | Statement: [Warminster, Pennsylvania, borders, Upper Southampton Township, Bucks County, Pennsylvania]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Upper Southampton Township, Bucks County, Pennsylvania Context triple: [Warminster, Pennsylvania, borders, Upper Southampton Township, Bucks County, Pennsylvania]
-
A.
Northampton Township, Bucks County, Pennsylvania
Northampton Township is a suburban municipality in Bucks County, Pennsylvania, known for its residential communities, parks, and proximity to the greater Philadelphia metropolitan area.
-
B.
Warwick Township, Bucks County, Pennsylvania
Warwick Township, located in Bucks County, Pennsylvania, is a suburban community in the Philadelphia metropolitan area known for its residential neighborhoods, parks, and local history.
-
C.
Upper Merion Township, Pennsylvania
Upper Merion Township, Pennsylvania is a suburban municipality in Montgomery County best known for encompassing King of Prussia, a major commercial and retail hub in the Philadelphia metropolitan area.
-
D.
Lower Makefield Township, Pennsylvania
Lower Makefield Township, Pennsylvania is a suburban community in Bucks County along the Delaware River, known for its residential neighborhoods, parks, and proximity to the Philadelphia and Trenton metropolitan areas.
-
E.
Middletown Township, Bucks County
Middletown Township, Bucks County is a suburban municipality in southeastern Pennsylvania known for its residential communities, schools, and commercial centers within the greater Philadelphia metropolitan area.
- 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: Upper Southampton Township, Bucks County, Pennsylvania Triple: [Warminster, Pennsylvania, borders, Upper Southampton Township, Bucks County, Pennsylvania]
Generated description
Upper Southampton Township is a suburban municipality in Bucks County, Pennsylvania, known for its residential communities and proximity to Philadelphia in the Delaware Valley region.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Upper Southampton Township, Bucks County, Pennsylvania Target entity description: Upper Southampton Township is a suburban municipality in Bucks County, Pennsylvania, known for its residential communities and proximity to Philadelphia in the Delaware Valley region.
-
A.
Northampton Township, Bucks County, Pennsylvania
Northampton Township is a suburban municipality in Bucks County, Pennsylvania, known for its residential communities, parks, and proximity to the greater Philadelphia metropolitan area.
-
B.
Warwick Township, Bucks County, Pennsylvania
Warwick Township, located in Bucks County, Pennsylvania, is a suburban community in the Philadelphia metropolitan area known for its residential neighborhoods, parks, and local history.
-
C.
Upper Merion Township, Pennsylvania
Upper Merion Township, Pennsylvania is a suburban municipality in Montgomery County best known for encompassing King of Prussia, a major commercial and retail hub in the Philadelphia metropolitan area.
-
D.
Lower Makefield Township, Pennsylvania
Lower Makefield Township, Pennsylvania is a suburban community in Bucks County along the Delaware River, known for its residential neighborhoods, parks, and proximity to the Philadelphia and Trenton metropolitan areas.
-
E.
Middletown Township, Bucks County
Middletown Township, Bucks County is a suburban municipality in southeastern Pennsylvania known for its residential communities, schools, and commercial centers within the greater Philadelphia metropolitan area.
- 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_69ad8b0fbab081908f6a61567c045d8d |
completed | March 8, 2026, 2:43 p.m. |
| NER | Named-entity recognition | batch_69ad983b65f881909b8b7d3dc5c224fd |
completed | March 8, 2026, 3:39 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69b0fc6c2cc08190ab34973c3f33a34d |
completed | March 11, 2026, 5:23 a.m. |
| NEDg | Description generation | batch_69b0fd5e0ce081909a3fe89afc57a708 |
completed | March 11, 2026, 5:27 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69b1011c30ec8190a61b447733c7d4e7 |
completed | March 11, 2026, 5:43 a.m. |
Created at: March 8, 2026, 2:56 p.m.