Triple
T3471573
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Perkiomen Creek |
E73270
|
entity |
| Predicate | hasNearbyCommunity |
P4647
|
FINISHED |
| Object |
Marlborough Township, Pennsylvania
Marlborough Township, Pennsylvania is a rural municipality in Montgomery County known for its scenic landscapes and proximity to Perkiomen Creek.
|
E364643
|
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: Marlborough Township, Pennsylvania | Statement: [Perkiomen Creek, hasNearbyCommunity, Marlborough Township, Pennsylvania]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Marlborough Township, Pennsylvania Context triple: [Perkiomen Creek, hasNearbyCommunity, Marlborough Township, Pennsylvania]
-
A.
Upper Hanover Township, Pennsylvania
Upper Hanover Township, Pennsylvania is a rural-suburban municipality in Montgomery County known for its scenic landscapes, residential communities, and proximity to Perkiomen Creek in southeastern Pennsylvania.
-
B.
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.
-
C.
Nether Providence Township, Pennsylvania
Nether Providence Township, Pennsylvania is a suburban community in Delaware County near Philadelphia, known for its residential neighborhoods, historic sites, and proximity to several small college towns.
-
D.
Springfield Township, Pennsylvania
Springfield Township, Pennsylvania is a suburban community in the Philadelphia metropolitan area known for its residential neighborhoods, schools, and local parks.
-
E.
Moon Township
Moon Township is a suburban community in western Pennsylvania, known for housing Pittsburgh International Airport and Robert Morris University.
- 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: Marlborough Township, Pennsylvania Triple: [Perkiomen Creek, hasNearbyCommunity, Marlborough Township, Pennsylvania]
Generated description
Marlborough Township, Pennsylvania is a rural municipality in Montgomery County known for its scenic landscapes and proximity to Perkiomen Creek.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Marlborough Township, Pennsylvania Target entity description: Marlborough Township, Pennsylvania is a rural municipality in Montgomery County known for its scenic landscapes and proximity to Perkiomen Creek.
-
A.
Upper Hanover Township, Pennsylvania
Upper Hanover Township, Pennsylvania is a rural-suburban municipality in Montgomery County known for its scenic landscapes, residential communities, and proximity to Perkiomen Creek in southeastern Pennsylvania.
-
B.
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.
-
C.
Nether Providence Township, Pennsylvania
Nether Providence Township, Pennsylvania is a suburban community in Delaware County near Philadelphia, known for its residential neighborhoods, historic sites, and proximity to several small college towns.
-
D.
Springfield Township, Pennsylvania
Springfield Township, Pennsylvania is a suburban community in the Philadelphia metropolitan area known for its residential neighborhoods, schools, and local parks.
-
E.
Moon Township
Moon Township is a suburban community in western Pennsylvania, known for housing Pittsburgh International Airport and Robert Morris University.
- 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_69ad85b2fed48190948c8765e453d270 |
completed | March 8, 2026, 2:20 p.m. |
| NER | Named-entity recognition | batch_69adbb3af0cc81909e575828caeaeae0 |
completed | March 8, 2026, 6:08 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69b37e5efe9c819087fbda6832598c04 |
completed | March 13, 2026, 3:02 a.m. |
| NEDg | Description generation | batch_69b37ede876c8190ab8d4b595ebb1af2 |
completed | March 13, 2026, 3:05 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69b37f5574b08190bdde80b47f2cb99c |
completed | March 13, 2026, 3:07 a.m. |
Created at: March 8, 2026, 3:17 p.m.