Triple
T10128776
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Montgomery County, Pennsylvania |
E226281
|
entity |
| Predicate | containsCensusDesignatedPlace |
P15303
|
FINISHED |
| Object |
Pennsburg, Pennsylvania
Pennsburg, Pennsylvania is a small borough in southeastern Pennsylvania that forms part of the Upper Perkiomen Valley community.
|
E861243
|
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: Pennsburg, Pennsylvania | Statement: [Montgomery County, Pennsylvania, containsCensusDesignatedPlace, Pennsburg, Pennsylvania]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Pennsburg, Pennsylvania Context triple: [Montgomery County, Pennsylvania, containsCensusDesignatedPlace, Pennsburg, Pennsylvania]
-
A.
Columbia, Pennsylvania
Columbia, Pennsylvania is a historic borough along the Susquehanna River known for its role in early American transportation, industry, and the Underground Railroad.
-
B.
Parkesburg, Pennsylvania
Parkesburg, Pennsylvania is a small borough in Chester County known historically as a railroad town along major east–west rail lines in southeastern Pennsylvania.
-
C.
Southampton, Pennsylvania
Southampton, Pennsylvania is a suburban community in Bucks County known for its residential neighborhoods and light industrial and commercial businesses.
-
D.
New London, Pennsylvania
New London, Pennsylvania is a small rural community in Chester County known historically as the home of the New London Academy, one of the region’s early educational institutions.
-
E.
Kingston, Pennsylvania
Kingston, Pennsylvania is a suburban borough in Luzerne County, situated along the Susquehanna River near Wilkes-Barre in northeastern 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: Pennsburg, Pennsylvania Triple: [Montgomery County, Pennsylvania, containsCensusDesignatedPlace, Pennsburg, Pennsylvania]
Generated description
Pennsburg, Pennsylvania is a small borough in southeastern Pennsylvania that forms part of the Upper Perkiomen Valley community.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Pennsburg, Pennsylvania Target entity description: Pennsburg, Pennsylvania is a small borough in southeastern Pennsylvania that forms part of the Upper Perkiomen Valley community.
-
A.
Columbia, Pennsylvania
Columbia, Pennsylvania is a historic borough along the Susquehanna River known for its role in early American transportation, industry, and the Underground Railroad.
-
B.
Parkesburg, Pennsylvania
Parkesburg, Pennsylvania is a small borough in Chester County known historically as a railroad town along major east–west rail lines in southeastern Pennsylvania.
-
C.
Southampton, Pennsylvania
Southampton, Pennsylvania is a suburban community in Bucks County known for its residential neighborhoods and light industrial and commercial businesses.
-
D.
New London, Pennsylvania
New London, Pennsylvania is a small rural community in Chester County known historically as the home of the New London Academy, one of the region’s early educational institutions.
-
E.
Kingston, Pennsylvania
Kingston, Pennsylvania is a suburban borough in Luzerne County, situated along the Susquehanna River near Wilkes-Barre in northeastern 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_69ca843057b48190a86730167f5d6b98 |
completed | March 30, 2026, 2:09 p.m. |
| NER | Named-entity recognition | batch_69cdd333186c819088bbf617967f24fa |
completed | April 2, 2026, 2:23 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69d7fb12ac9c819087a182c12653792c |
completed | April 9, 2026, 7:16 p.m. |
| NEDg | Description generation | batch_69d822d303888190aa556287b3b1cc03 |
completed | April 9, 2026, 10:06 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69d859b05a3881908c97cb173d160e44 |
completed | April 10, 2026, 2 a.m. |
Created at: March 30, 2026, 9:05 p.m.