Triple
T10128772
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Montgomery County, Pennsylvania |
E226281
|
entity |
| Predicate | containsCensusDesignatedPlace |
P15303
|
FINISHED |
| Object | Ambler, Pennsylvania |
E275053
|
NE FINISHED |
How this triple was built (2 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: Ambler, Pennsylvania | Statement: [Montgomery County, Pennsylvania, containsCensusDesignatedPlace, Ambler, Pennsylvania]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Ambler, Pennsylvania Context triple: [Montgomery County, Pennsylvania, containsCensusDesignatedPlace, Ambler, Pennsylvania]
-
A.
Ambler
Ambler is a small Inupiat community and city in northwestern Alaska, located along the Kobuk River above the Arctic Circle.
-
B.
Ambler, Pennsylvania, United States
chosen
Ambler, Pennsylvania, United States is a small suburban borough north of Philadelphia known for its historic downtown and role in the region’s early industrial and transportation development.
-
C.
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.
-
D.
Plymouth, Pennsylvania
Plymouth, Pennsylvania is a small borough in Luzerne County’s Wyoming Valley, historically known as a coal mining community along the Susquehanna River.
-
E.
Butler, Pennsylvania
Butler, Pennsylvania is a small city in western Pennsylvania known for its industrial history and role as a regional commercial and cultural center.
- F. None of above.
- G. Unsure - the case is ambiguous/there is not enough information to decide.
Provenance (3 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_69d7947e14c88190b9e33e3fbdcc16e5 |
completed | April 9, 2026, 11:58 a.m. |
Created at: March 30, 2026, 9:05 p.m.