Triple
T15255836
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Marlborough Township, Pennsylvania |
E364643
|
entity |
| Predicate | borders |
P224
|
FINISHED |
| Object |
Upper Salford Township, Pennsylvania
Upper Salford Township, Pennsylvania is a rural township in Montgomery County known for its scenic landscapes, historic character, and small-community atmosphere within the greater Philadelphia region.
|
E1147272
|
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 Salford Township, Pennsylvania | Statement: [Marlborough Township, Pennsylvania, borders, Upper Salford Township, Pennsylvania]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Upper Salford Township, Pennsylvania Context triple: [Marlborough Township, Pennsylvania, borders, Upper Salford Township, Pennsylvania]
-
A.
Salford Township, Pennsylvania
Salford Township, Pennsylvania is a rural township in Montgomery County known for its historic character, open spaces, and residential communities within the greater Philadelphia region.
-
B.
Upper Moreland Township, Pennsylvania
Upper Moreland Township, Pennsylvania is a suburban community in southeastern Pennsylvania known for its residential neighborhoods, local parks, and proximity to the greater Philadelphia metropolitan area.
-
C.
Springfield Township, Pennsylvania
Springfield Township, Pennsylvania is a suburban community in the Philadelphia metropolitan area known for its residential neighborhoods, schools, and local parks.
-
D.
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.
-
E.
Lower Saucon Township, Pennsylvania
Lower Saucon Township, Pennsylvania is a suburban community in Northampton County known for its mix of rural landscapes, residential neighborhoods, and proximity to the Lehigh Valley 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 Salford Township, Pennsylvania Triple: [Marlborough Township, Pennsylvania, borders, Upper Salford Township, Pennsylvania]
Generated description
Upper Salford Township, Pennsylvania is a rural township in Montgomery County known for its scenic landscapes, historic character, and small-community atmosphere within the greater Philadelphia region.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Upper Salford Township, Pennsylvania Target entity description: Upper Salford Township, Pennsylvania is a rural township in Montgomery County known for its scenic landscapes, historic character, and small-community atmosphere within the greater Philadelphia region.
-
A.
Salford Township, Pennsylvania
chosen
Salford Township, Pennsylvania is a rural township in Montgomery County known for its historic character, open spaces, and residential communities within the greater Philadelphia region.
-
B.
Upper Moreland Township, Pennsylvania
Upper Moreland Township, Pennsylvania is a suburban community in southeastern Pennsylvania known for its residential neighborhoods, local parks, and proximity to the greater Philadelphia metropolitan area.
-
C.
Springfield Township, Pennsylvania
Springfield Township, Pennsylvania is a suburban community in the Philadelphia metropolitan area known for its residential neighborhoods, schools, and local parks.
-
D.
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.
-
E.
Lower Saucon Township, Pennsylvania
Lower Saucon Township, Pennsylvania is a suburban community in Northampton County known for its mix of rural landscapes, residential neighborhoods, and proximity to the Lehigh Valley metropolitan area.
- F. None of above.
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_69d85a0dde7481908fc64d1e82d5d20d |
completed | April 10, 2026, 2:01 a.m. |
| NER | Named-entity recognition | batch_69e0084b97908190b3bf7ea7bd75bdc0 |
completed | April 15, 2026, 9:51 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69feef6def4c8190b6aed1f68d336c5a |
completed | May 9, 2026, 8:25 a.m. |
| NEDg | Description generation | batch_69fef18ce14c8190887ec683b0adfc26 |
completed | May 9, 2026, 8:34 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69fef2c0e5a88190b8d4212c90eaa10f |
completed | May 9, 2026, 8:39 a.m. |
Created at: April 10, 2026, 3:13 a.m.