Triple
T10128773
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Montgomery County, Pennsylvania |
E226281
|
entity |
| Predicate | containsCensusDesignatedPlace |
P15303
|
FINISHED |
| Object |
Souderton, Pennsylvania
Souderton, Pennsylvania is a small borough in Montgomery County known for its historic downtown, residential communities, and location within the North Penn Valley region.
|
E856649
|
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: Souderton, Pennsylvania | Statement: [Montgomery County, Pennsylvania, containsCensusDesignatedPlace, Souderton, Pennsylvania]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Souderton, Pennsylvania Context triple: [Montgomery County, Pennsylvania, containsCensusDesignatedPlace, Souderton, Pennsylvania]
-
A.
Boyertown, Pennsylvania
Boyertown, Pennsylvania is a small borough in southeastern Pennsylvania known for its historic downtown, industrial heritage, and community-oriented character.
-
B.
Quakertown, Pennsylvania
Quakertown, Pennsylvania is a small borough in Bucks County known as a regional commercial hub with historic roots and convenient access to major routes between Philadelphia and the Lehigh Valley.
-
C.
Downingtown, Pennsylvania
Downingtown, Pennsylvania is a suburban borough in Chester County known for its historic mills, residential communities, and role as a stop along major rail and commuter routes between Philadelphia and central Pennsylvania.
-
D.
Dallastown, Pennsylvania
Dallastown, Pennsylvania is a small borough in south-central Pennsylvania known for its residential community character and proximity to the city of York.
-
E.
Pottstown, Pennsylvania
Pottstown, Pennsylvania is a historic borough in southeastern Pennsylvania known for its industrial heritage and location northwest of Philadelphia.
- 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: Souderton, Pennsylvania Triple: [Montgomery County, Pennsylvania, containsCensusDesignatedPlace, Souderton, Pennsylvania]
Generated description
Souderton, Pennsylvania is a small borough in Montgomery County known for its historic downtown, residential communities, and location within the North Penn Valley region.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Souderton, Pennsylvania Target entity description: Souderton, Pennsylvania is a small borough in Montgomery County known for its historic downtown, residential communities, and location within the North Penn Valley region.
-
A.
Boyertown, Pennsylvania
Boyertown, Pennsylvania is a small borough in southeastern Pennsylvania known for its historic downtown, industrial heritage, and community-oriented character.
-
B.
Quakertown, Pennsylvania
Quakertown, Pennsylvania is a small borough in Bucks County known as a regional commercial hub with historic roots and convenient access to major routes between Philadelphia and the Lehigh Valley.
-
C.
Downingtown, Pennsylvania
Downingtown, Pennsylvania is a suburban borough in Chester County known for its historic mills, residential communities, and role as a stop along major rail and commuter routes between Philadelphia and central Pennsylvania.
-
D.
Dallastown, Pennsylvania
Dallastown, Pennsylvania is a small borough in south-central Pennsylvania known for its residential community character and proximity to the city of York.
-
E.
Pottstown, Pennsylvania
Pottstown, Pennsylvania is a historic borough in southeastern Pennsylvania known for its industrial heritage and location northwest of Philadelphia.
- 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_69ca843057b48190a86730167f5d6b98 |
completed | March 30, 2026, 2:09 p.m. |
| NER | Named-entity recognition | batch_69cdd333186c819088bbf617967f24fa |
completed | April 2, 2026, 2:23 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69d74fc3f9608190b4472b2b87009cca |
completed | April 9, 2026, 7:05 a.m. |
| NEDg | Description generation | batch_69d751122d208190abaa4fd72a07643b |
completed | April 9, 2026, 7:11 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69d751d4aa908190a825322ebf0066af |
completed | April 9, 2026, 7:14 a.m. |
Created at: March 30, 2026, 9:05 p.m.