Triple

T19427227
Position Surface form Disambiguated ID Type / Status
Subject Hopewell Area School District E486010 entity
Predicate serves P98 FINISHED
Object South Heights, Pennsylvania (portions)
South Heights, Pennsylvania (portions) refers to areas of the small borough of South Heights in Beaver County, Pennsylvania that fall within the Hopewell Area School District’s attendance boundaries.
E1375373 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: South Heights, Pennsylvania (portions) | Statement: [Hopewell Area School District, serves, South Heights, Pennsylvania (portions)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: South Heights, Pennsylvania (portions)
Context triple: [Hopewell Area School District, serves, South Heights, Pennsylvania (portions)]
  • A. Westgate Hills, Pennsylvania
    Westgate Hills, Pennsylvania is a historic residential neighborhood located within Haverford Township in Delaware County, known for its suburban character and community-oriented atmosphere.
  • B. Latrobe Heights, Pennsylvania
    Latrobe Heights, Pennsylvania is a small residential community located within the Ligonier Valley region of western Pennsylvania.
  • C. Berkshire Heights, Pennsylvania
    Berkshire Heights, Pennsylvania is a small unincorporated community and census-designated place in Berks County known primarily as a residential area near Reading.
  • D. Clifton Heights, Pennsylvania
    Clifton Heights, Pennsylvania is a small suburban borough in Delaware County, just outside Philadelphia, known for its residential neighborhoods and proximity to regional rail and major roadways.
  • E. Forest Hills, Pennsylvania
    Forest Hills, Pennsylvania is a residential borough in Allegheny County near Pittsburgh, known for its suburban character and proximity to several neighboring Mon Valley communities.
  • 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: South Heights, Pennsylvania (portions)
Triple: [Hopewell Area School District, serves, South Heights, Pennsylvania (portions)]
Generated description
South Heights, Pennsylvania (portions) refers to areas of the small borough of South Heights in Beaver County, Pennsylvania that fall within the Hopewell Area School District’s attendance boundaries.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: South Heights, Pennsylvania (portions)
Target entity description: South Heights, Pennsylvania (portions) refers to areas of the small borough of South Heights in Beaver County, Pennsylvania that fall within the Hopewell Area School District’s attendance boundaries.
  • A. Westgate Hills, Pennsylvania
    Westgate Hills, Pennsylvania is a historic residential neighborhood located within Haverford Township in Delaware County, known for its suburban character and community-oriented atmosphere.
  • B. Latrobe Heights, Pennsylvania
    Latrobe Heights, Pennsylvania is a small residential community located within the Ligonier Valley region of western Pennsylvania.
  • C. Berkshire Heights, Pennsylvania
    Berkshire Heights, Pennsylvania is a small unincorporated community and census-designated place in Berks County known primarily as a residential area near Reading.
  • D. Clifton Heights, Pennsylvania
    Clifton Heights, Pennsylvania is a small suburban borough in Delaware County, just outside Philadelphia, known for its residential neighborhoods and proximity to regional rail and major roadways.
  • E. Forest Hills, Pennsylvania
    Forest Hills, Pennsylvania is a residential borough in Allegheny County near Pittsburgh, known for its suburban character and proximity to several neighboring Mon Valley communities.
  • 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_69d8e8d688f881909c85104a62e09d8a completed April 10, 2026, 12:11 p.m.
NER Named-entity recognition batch_69e63219f27481909fe686209defc971 completed April 20, 2026, 2:03 p.m.
NED1 Entity disambiguation (via context triple) batch_6a0733d68614819093078d34753ab83d completed May 15, 2026, 2:55 p.m.
NEDg Description generation batch_6a073491b60c8190a41a15410e865219 completed May 15, 2026, 2:58 p.m.
NED2 Entity disambiguation (via description) batch_6a073545b2e48190a8cb78cb25785017 completed May 15, 2026, 3:01 p.m.
Created at: April 10, 2026, 1:37 p.m.