Triple
T2264772
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Wyomissing, Pennsylvania |
E50118
|
entity |
| Predicate | borders |
P224
|
FINISHED |
| Object |
Cumru Township, Berks County, Pennsylvania
Cumru Township is a suburban municipality in Berks County, Pennsylvania, located just south of the city of Reading and characterized by a mix of residential communities, commercial areas, and preserved open space.
|
E251509
|
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: Cumru Township, Berks County, Pennsylvania | Statement: [Wyomissing, Pennsylvania, borders, Cumru Township, Berks County, Pennsylvania]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Cumru Township, Berks County, Pennsylvania Context triple: [Wyomissing, Pennsylvania, borders, Cumru Township, Berks County, Pennsylvania]
-
A.
Muhlenberg Township, Berks County, Pennsylvania
Muhlenberg Township is a suburban municipality in Berks County, Pennsylvania, located just north of the city of Reading and known for its residential communities, parks, and local commercial centers.
-
B.
Cumberland Township, Pennsylvania
Cumberland Township, Pennsylvania is a rural municipality in Adams County known for its proximity to the historic Gettysburg battlefield and its predominantly agricultural landscape.
-
C.
Reading Township, Adams County, Pennsylvania
Reading Township is a rural municipality in Adams County, Pennsylvania, known for its agricultural landscape and small-community character in south-central Pennsylvania.
-
D.
Hamilton Township, Adams County, Pennsylvania
Hamilton Township is a rural municipality in Adams County, Pennsylvania, known for its agricultural landscape and small-community character in south-central Pennsylvania.
-
E.
Union Township, Adams County, Pennsylvania
Union Township is a small rural municipality in Adams County, Pennsylvania, known for its agricultural landscape and proximity to historic Gettysburg.
- 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: Cumru Township, Berks County, Pennsylvania Triple: [Wyomissing, Pennsylvania, borders, Cumru Township, Berks County, Pennsylvania]
Generated description
Cumru Township is a suburban municipality in Berks County, Pennsylvania, located just south of the city of Reading and characterized by a mix of residential communities, commercial areas, and preserved open space.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Cumru Township, Berks County, Pennsylvania Target entity description: Cumru Township is a suburban municipality in Berks County, Pennsylvania, located just south of the city of Reading and characterized by a mix of residential communities, commercial areas, and preserved open space.
-
A.
Muhlenberg Township, Berks County, Pennsylvania
Muhlenberg Township is a suburban municipality in Berks County, Pennsylvania, located just north of the city of Reading and known for its residential communities, parks, and local commercial centers.
-
B.
Cumberland Township, Pennsylvania
Cumberland Township, Pennsylvania is a rural municipality in Adams County known for its proximity to the historic Gettysburg battlefield and its predominantly agricultural landscape.
-
C.
Reading Township, Adams County, Pennsylvania
Reading Township is a rural municipality in Adams County, Pennsylvania, known for its agricultural landscape and small-community character in south-central Pennsylvania.
-
D.
Hamilton Township, Adams County, Pennsylvania
Hamilton Township is a rural municipality in Adams County, Pennsylvania, known for its agricultural landscape and small-community character in south-central Pennsylvania.
-
E.
Union Township, Adams County, Pennsylvania
Union Township is a small rural municipality in Adams County, Pennsylvania, known for its agricultural landscape and proximity to historic Gettysburg.
- 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_69a88b01e0048190ba96431b5f990ba9 |
completed | March 4, 2026, 7:41 p.m. |
| NER | Named-entity recognition | batch_69abc18ed0708190aa3156e9d35120c3 |
completed | March 7, 2026, 6:11 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69ae71d243608190bbfe5784fa06e26b |
completed | March 9, 2026, 7:08 a.m. |
| NEDg | Description generation | batch_69ae728e46608190b4192519c705bc32 |
completed | March 9, 2026, 7:11 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69ae72ff572081909b7c4aebb9e26180 |
completed | March 9, 2026, 7:13 a.m. |
Created at: March 4, 2026, 7:48 p.m.