Triple
T15255850
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Marlborough Township, Pennsylvania |
E364643
|
entity |
| Predicate | isPrimarilyServedBySchoolDistrict |
P85311
|
FINISHED |
| Object | Upper Perkiomen School District |
E1138791
|
NE FINISHED |
How this triple was built (3 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 Perkiomen School District | Statement: [Marlborough Township, Pennsylvania, isPrimarilyServedBySchoolDistrict, Upper Perkiomen School District]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Upper Perkiomen School District Context triple: [Marlborough Township, Pennsylvania, isPrimarilyServedBySchoolDistrict, Upper Perkiomen School District]
-
A.
Upper Perkiomen School District
chosen
Upper Perkiomen School District is a public school district in Pennsylvania that serves students in the Upper Perkiomen Valley region with K–12 educational services.
-
B.
Upper Merion Area School District
Upper Merion Area School District is a public school district in Montgomery County, Pennsylvania, serving students in Upper Merion Township and surrounding communities.
-
C.
Bensalem Township School District
Bensalem Township School District is a public school system in Bucks County, Pennsylvania, that provides K–12 education to students residing in Bensalem Township.
-
D.
Lower Merion School District
Lower Merion School District is a public school district in suburban Philadelphia, Pennsylvania, known for its high academic performance and affluent community.
-
E.
North Penn School District
North Penn School District is a large public school district in southeastern Pennsylvania serving multiple communities in Montgomery County.
- F. None of above.
- G. Unsure - the case is ambiguous/there is not enough information to decide.
PD
Predicate disambiguation
gpt-5-mini-2025-08-07
Target predicate: isPrimarilyServedBySchoolDistrict Context triple: [Marlborough Township, Pennsylvania, isPrimarilyServedBySchoolDistrict, Upper Perkiomen School District]
-
A.
hasSchoolDistricts
chosen
Indicates that one entity administers, contains, or is associated with one or more school districts.
-
B.
sharesRegionalSchoolDistrictWith
Indicates that two entities are part of, or served by, the same regional school district.
-
C.
isOnlySchoolOfDistrict
Indicates that the school is the sole educational institution within its district.
-
D.
publicElementarySchoolServedBy
Indicates that a public elementary school is within the attendance area or jurisdiction of, and thus receives services from, a specified service provider (such as a school district or administrative body).
-
E.
hasEducationalServiceArea
Indicates that an entity (such as an educational institution or authority) is responsible for providing educational services within a specified geographic area.
- F. None of above.
Provenance (4 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_69fee5f7bd2081909c003deb3a692f18 |
completed | May 9, 2026, 7:44 a.m. |
| PD | Predicate disambiguation | batch_69deca8d1bd48190a4b94f29b425e335 |
completed | April 14, 2026, 11:15 p.m. |
Created at: April 10, 2026, 3:13 a.m.