Triple
T15129261
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Upper Perkiomen Valley |
E361373
|
entity |
| Predicate | contains |
P35
|
FINISHED |
| Object |
Hereford Township, Berks County, Pennsylvania
Hereford Township, Berks County, Pennsylvania is a rural municipality in southeastern Pennsylvania known for its agricultural landscape and small-community character within the Upper Perkiomen Valley region.
|
E1138790
|
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, Berks County, Pennsylvania | Statement: [Upper Perkiomen Valley, contains, Hereford Township, Berks County, Pennsylvania]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Hereford Township, Berks County, Pennsylvania Context triple: [Upper Perkiomen Valley, contains, Hereford Township, Berks County, Pennsylvania]
-
A.
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.
-
B.
Heidelberg Township, Lebanon County, Pennsylvania
Heidelberg Township, Lebanon County, Pennsylvania is a rural municipality in south-central Pennsylvania known for its agricultural landscape and small-community character within the broader Lebanon region.
-
C.
Union Township, Berks County, Pennsylvania
Union Township, Berks County, Pennsylvania is a rural municipality in southeastern Pennsylvania known for its small communities, wooded landscapes, and proximity to the Schuylkill River.
-
D.
Horsham Township, Montgomery County, Pennsylvania
Horsham Township, located in Montgomery County, Pennsylvania, is a suburban community north of Philadelphia known for its residential neighborhoods, business parks, and the former Naval Air Station Joint Reserve Base Willow Grove.
-
E.
Exeter Township, Berks County, Pennsylvania
Exeter Township, Berks County, Pennsylvania is a suburban municipality near Reading known for its residential communities, local schools, and mix of rural and developed areas in southeastern Pennsylvania.
- 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, Berks County, Pennsylvania Triple: [Upper Perkiomen Valley, contains, Hereford Township, Berks County, Pennsylvania]
Generated description
Hereford Township, Berks County, Pennsylvania is a rural municipality in southeastern Pennsylvania known for its agricultural landscape and small-community character within the Upper Perkiomen Valley region.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Hereford Township, Berks County, Pennsylvania Target entity description: Hereford Township, Berks County, Pennsylvania is a rural municipality in southeastern Pennsylvania known for its agricultural landscape and small-community character within the Upper Perkiomen Valley region.
-
A.
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.
-
B.
Heidelberg Township, Lebanon County, Pennsylvania
Heidelberg Township, Lebanon County, Pennsylvania is a rural municipality in south-central Pennsylvania known for its agricultural landscape and small-community character within the broader Lebanon region.
-
C.
Union Township, Berks County, Pennsylvania
Union Township, Berks County, Pennsylvania is a rural municipality in southeastern Pennsylvania known for its small communities, wooded landscapes, and proximity to the Schuylkill River.
-
D.
Horsham Township, Montgomery County, Pennsylvania
Horsham Township, located in Montgomery County, Pennsylvania, is a suburban community north of Philadelphia known for its residential neighborhoods, business parks, and the former Naval Air Station Joint Reserve Base Willow Grove.
-
E.
Exeter Township, Berks County, Pennsylvania
Exeter Township, Berks County, Pennsylvania is a suburban municipality near Reading known for its residential communities, local schools, and mix of rural and developed areas in southeastern Pennsylvania.
- 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_69d85a06450081909c5a14ea9851a15e |
completed | April 10, 2026, 2:01 a.m. |
| NER | Named-entity recognition | batch_69e005aff2648190bda885c09421758d |
completed | April 15, 2026, 9:40 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69feb7f865c08190ab8fd15c14d0c06c |
completed | May 9, 2026, 4:28 a.m. |
| NEDg | Description generation | batch_69feba6899c481909651fec7459a0206 |
completed | May 9, 2026, 4:39 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69febae016188190bb44709a8c3b01c3 |
completed | May 9, 2026, 4:41 a.m. |
Created at: April 10, 2026, 3:06 a.m.