Triple
T15337350
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | West Branch Perkiomen Creek |
E366700
|
entity |
| Predicate | flowsThrough |
P225
|
FINISHED |
| Object |
Hereford Township, Pennsylvania
Hereford Township, Pennsylvania is a rural municipality in Berks County known for its agricultural landscape, small communities, and location in the Perkiomen Creek watershed.
|
E1150892
|
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: Hereford Township, Pennsylvania | Statement: [West Branch Perkiomen Creek, flowsThrough, Hereford Township, Pennsylvania]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Hereford Township, Pennsylvania Context triple: [West Branch Perkiomen Creek, flowsThrough, Hereford Township, Pennsylvania]
-
A.
Scott Township, Pennsylvania
Scott Township, Pennsylvania is a suburban community in Allegheny County, southwest of Pittsburgh, known for its residential neighborhoods and proximity to major urban amenities.
-
B.
Williams Township, Pennsylvania
Williams Township, Pennsylvania is a primarily residential township in Northampton County in the Lehigh Valley region of eastern Pennsylvania, known for its rural character and proximity to the Delaware River.
-
C.
Hampden Township, Pennsylvania
Hampden Township, Pennsylvania is a suburban community in south-central Pennsylvania known for its residential neighborhoods, commercial development, and role as a major population center in Cumberland County.
-
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.
York Township, Pennsylvania
York Township, Pennsylvania is a suburban municipality in south-central Pennsylvania located just south of the city of York, known for its residential communities and local parks.
- 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: Hereford Township, Pennsylvania Triple: [West Branch Perkiomen Creek, flowsThrough, Hereford Township, Pennsylvania]
Generated description
Hereford Township, Pennsylvania is a rural municipality in Berks County known for its agricultural landscape, small communities, and location in the Perkiomen Creek watershed.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Hereford Township, Pennsylvania Target entity description: Hereford Township, Pennsylvania is a rural municipality in Berks County known for its agricultural landscape, small communities, and location in the Perkiomen Creek watershed.
-
A.
Scott Township, Pennsylvania
Scott Township, Pennsylvania is a suburban community in Allegheny County, southwest of Pittsburgh, known for its residential neighborhoods and proximity to major urban amenities.
-
B.
Williams Township, Pennsylvania
Williams Township, Pennsylvania is a primarily residential township in Northampton County in the Lehigh Valley region of eastern Pennsylvania, known for its rural character and proximity to the Delaware River.
-
C.
Hampden Township, Pennsylvania
Hampden Township, Pennsylvania is a suburban community in south-central Pennsylvania known for its residential neighborhoods, commercial development, and role as a major population center in Cumberland County.
-
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.
York Township, Pennsylvania
York Township, Pennsylvania is a suburban municipality in south-central Pennsylvania located just south of the city of York, known for its residential communities and local parks.
- 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_69d85a1355608190a6673ddb67231d54 |
completed | April 10, 2026, 2:01 a.m. |
| NER | Named-entity recognition | batch_69e03e11b22c81908280efe65acd5454 |
completed | April 16, 2026, 1:40 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69ff01f11b88819089342e8b088bc95e |
completed | May 9, 2026, 9:44 a.m. |
| NEDg | Description generation | batch_69ff02de46948190ac9b9f87313a8442 |
completed | May 9, 2026, 9:48 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69ff0341238c8190a7d0473ad9ab702c |
completed | May 9, 2026, 9:49 a.m. |
Created at: April 10, 2026, 3:17 a.m.