Triple
T2934413
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Warminster, Pennsylvania |
E79230
|
entity |
| Predicate | borders |
P224
|
FINISHED |
| Object |
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.
|
E311653
|
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: Northampton Township, Bucks County, Pennsylvania | Statement: [Warminster, Pennsylvania, borders, Northampton Township, Bucks County, Pennsylvania]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Northampton Township, Bucks County, Pennsylvania Context triple: [Warminster, Pennsylvania, borders, Northampton Township, Bucks County, Pennsylvania]
-
A.
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.
-
B.
Springfield Township, Pennsylvania
Springfield Township, Pennsylvania is a suburban community in the Philadelphia metropolitan area known for its residential neighborhoods, schools, and local parks.
-
C.
East Huntingdon Township, Pennsylvania
East Huntingdon Township, Pennsylvania is a municipality in Westmoreland County known for its historic sites and rural character, including the West Overton Museums complex.
-
D.
Haverford Township, Pennsylvania
Haverford Township, Pennsylvania is a suburban municipality west of Philadelphia known for its residential neighborhoods, historic communities, and the presence of Haverford College.
-
E.
Peters Township, Pennsylvania
Peters Township, Pennsylvania is a suburban community in the Pittsburgh metropolitan area known for its residential neighborhoods, strong public schools, and relatively affluent population.
- 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: Northampton Township, Bucks County, Pennsylvania Triple: [Warminster, Pennsylvania, borders, Northampton Township, Bucks County, Pennsylvania]
Generated description
Northampton Township is a suburban municipality in Bucks County, Pennsylvania, known for its residential communities, parks, and proximity to the greater Philadelphia metropolitan area.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Northampton Township, Bucks County, Pennsylvania Target entity description: Northampton Township is a suburban municipality in Bucks County, Pennsylvania, known for its residential communities, parks, and proximity to the greater Philadelphia metropolitan area.
-
A.
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.
-
B.
Springfield Township, Pennsylvania
Springfield Township, Pennsylvania is a suburban community in the Philadelphia metropolitan area known for its residential neighborhoods, schools, and local parks.
-
C.
East Huntingdon Township, Pennsylvania
East Huntingdon Township, Pennsylvania is a municipality in Westmoreland County known for its historic sites and rural character, including the West Overton Museums complex.
-
D.
Haverford Township, Pennsylvania
Haverford Township, Pennsylvania is a suburban municipality west of Philadelphia known for its residential neighborhoods, historic communities, and the presence of Haverford College.
-
E.
Peters Township, Pennsylvania
Peters Township, Pennsylvania is a suburban community in the Pittsburgh metropolitan area known for its residential neighborhoods, strong public schools, and relatively affluent population.
- 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_69b0867ba1b48190a54d00c32b075548 |
completed | March 10, 2026, 9 p.m. |
| NEDg | Description generation | batch_69b0dbda7ab881908b5a3e1e897fcb49 |
completed | March 11, 2026, 3:04 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69b0dc3ed9e08190ac6c6357f0084ba6 |
completed | March 11, 2026, 3:06 a.m. |
Created at: March 8, 2026, 2:56 p.m.