Triple

T7913110
Position Surface form Disambiguated ID Type / Status
Subject David S. Kaufman E183747 entity
Predicate placeOfBirth P1 FINISHED
Object Boiling Springs, Pennsylvania
Boiling Springs, Pennsylvania is a small historic village in Cumberland County known for its natural springs, scenic lake, and role along the Appalachian Trail.
E698400 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: Boiling Springs, Pennsylvania | Statement: [David S. Kaufman, placeOfBirth, Boiling Springs, Pennsylvania]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Boiling Springs, Pennsylvania
Context triple: [David S. Kaufman, placeOfBirth, Boiling Springs, Pennsylvania]
  • A. Tamaqua, Pennsylvania
    Tamaqua, Pennsylvania is a small borough in Schuylkill County known historically for its anthracite coal mining heritage and location in the Appalachian region.
  • B. Quakertown, Pennsylvania
    Quakertown, Pennsylvania is a small borough in Bucks County known as a regional commercial hub with historic roots and convenient access to major routes between Philadelphia and the Lehigh Valley.
  • C. Bridgewater, Pennsylvania
    Bridgewater, Pennsylvania is a small borough in Beaver County situated at the confluence of the Beaver and Ohio Rivers, known for its historic riverfront setting.
  • D. Mount Holly Springs, Pennsylvania
    Mount Holly Springs, Pennsylvania is a small borough in south-central Pennsylvania known for its proximity to the South Mountain range and the nearby Appalachian Trail.
  • E. Swoyersville, Pennsylvania
    Swoyersville, Pennsylvania is a small borough in Luzerne County that forms part of the suburban communities in the Wyoming Valley region of 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: Boiling Springs, Pennsylvania
Triple: [David S. Kaufman, placeOfBirth, Boiling Springs, Pennsylvania]
Generated description
Boiling Springs, Pennsylvania is a small historic village in Cumberland County known for its natural springs, scenic lake, and role along the Appalachian Trail.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Boiling Springs, Pennsylvania
Target entity description: Boiling Springs, Pennsylvania is a small historic village in Cumberland County known for its natural springs, scenic lake, and role along the Appalachian Trail.
  • A. Tamaqua, Pennsylvania
    Tamaqua, Pennsylvania is a small borough in Schuylkill County known historically for its anthracite coal mining heritage and location in the Appalachian region.
  • B. Quakertown, Pennsylvania
    Quakertown, Pennsylvania is a small borough in Bucks County known as a regional commercial hub with historic roots and convenient access to major routes between Philadelphia and the Lehigh Valley.
  • C. Bridgewater, Pennsylvania
    Bridgewater, Pennsylvania is a small borough in Beaver County situated at the confluence of the Beaver and Ohio Rivers, known for its historic riverfront setting.
  • D. Mount Holly Springs, Pennsylvania chosen
    Mount Holly Springs, Pennsylvania is a small borough in south-central Pennsylvania known for its proximity to the South Mountain range and the nearby Appalachian Trail.
  • E. Swoyersville, Pennsylvania
    Swoyersville, Pennsylvania is a small borough in Luzerne County that forms part of the suburban communities in the Wyoming Valley region of northeastern Pennsylvania.
  • F. None of above.

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_69ca828dec0c81908b8f55a4dbbb53ff completed March 30, 2026, 2:02 p.m.
NER Named-entity recognition batch_69cb3a748f4c8190bcd868de2fcf0b3a completed March 31, 2026, 3:07 a.m.
NED1 Entity disambiguation (via context triple) batch_69cbdff156c481909a32be8828f407ad completed March 31, 2026, 2:53 p.m.
NEDg Description generation batch_69cbe4383d0c819085e7c95e7b0be16e completed March 31, 2026, 3:11 p.m.
NED2 Entity disambiguation (via description) batch_69cc34a83cec81908aba7afbaea53449 completed March 31, 2026, 8:55 p.m.
Created at: March 30, 2026, 5:04 p.m.