Triple
T14659463
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Spangler, Pennsylvania, United States |
E344197
|
entity |
| Predicate | locatedIn |
P40
|
FINISHED |
| Object |
Cambria County, Pennsylvania, United States
Cambria County, Pennsylvania, United States is a county in west-central Pennsylvania known historically for its coal mining and steel industries, with Johnstown as its largest city.
|
E1112308
|
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: Cambria County, Pennsylvania, United States | Statement: [Spangler, Pennsylvania, United States, locatedIn, Cambria County, Pennsylvania, United States]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Cambria County, Pennsylvania, United States Context triple: [Spangler, Pennsylvania, United States, locatedIn, Cambria County, Pennsylvania, United States]
-
A.
Columbia County, Pennsylvania
Columbia County, Pennsylvania is a largely rural county in northeastern Pennsylvania known for its county seat of Bloomsburg and its mix of small towns, farmland, and forested areas.
-
B.
Blair County, Pennsylvania
Blair County, Pennsylvania is a county in central Pennsylvania whose seat is Altoona, a historic railroad and industrial hub.
-
C.
Carbon County, Pennsylvania
Carbon County, Pennsylvania is a rural county in the eastern part of the state known for its Appalachian landscapes, outdoor recreation in the Pocono region, and historic coal-mining communities.
-
D.
Schuylkill County, Pennsylvania
Schuylkill County, Pennsylvania is a predominantly rural county in eastern Pennsylvania known historically for its anthracite coal mining and small industrial towns.
-
E.
Perry County, Pennsylvania
Perry County, Pennsylvania is a largely rural county northwest of Harrisburg known for its Appalachian landscapes, small towns, and outdoor recreation along the Susquehanna River.
- 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: Cambria County, Pennsylvania, United States Triple: [Spangler, Pennsylvania, United States, locatedIn, Cambria County, Pennsylvania, United States]
Generated description
Cambria County, Pennsylvania, United States is a county in west-central Pennsylvania known historically for its coal mining and steel industries, with Johnstown as its largest city.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Cambria County, Pennsylvania, United States Target entity description: Cambria County, Pennsylvania, United States is a county in west-central Pennsylvania known historically for its coal mining and steel industries, with Johnstown as its largest city.
-
A.
Columbia County, Pennsylvania
Columbia County, Pennsylvania is a largely rural county in northeastern Pennsylvania known for its county seat of Bloomsburg and its mix of small towns, farmland, and forested areas.
-
B.
Blair County, Pennsylvania
Blair County, Pennsylvania is a county in central Pennsylvania whose seat is Altoona, a historic railroad and industrial hub.
-
C.
Carbon County, Pennsylvania
Carbon County, Pennsylvania is a rural county in the eastern part of the state known for its Appalachian landscapes, outdoor recreation in the Pocono region, and historic coal-mining communities.
-
D.
Schuylkill County, Pennsylvania
Schuylkill County, Pennsylvania is a predominantly rural county in eastern Pennsylvania known historically for its anthracite coal mining and small industrial towns.
-
E.
Perry County, Pennsylvania
Perry County, Pennsylvania is a largely rural county northwest of Harrisburg known for its Appalachian landscapes, small towns, and outdoor recreation along the Susquehanna River.
- 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_69d822e283fc8190a0e4c235cf880052 |
completed | April 9, 2026, 10:06 p.m. |
| NER | Named-entity recognition | batch_69deb51b6a248190a44050c0e0ec2d16 |
completed | April 14, 2026, 9:43 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69fdd5e28f848190a3d686bc11336601 |
completed | May 8, 2026, 12:24 p.m. |
| NEDg | Description generation | batch_69fdd65a6c24819088fb18ffcdfe6404 |
completed | May 8, 2026, 12:26 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69fdd6f172288190ba7097518b1a971e |
completed | May 8, 2026, 12:28 p.m. |
Created at: April 10, 2026, 1:27 a.m.