Triple

T10671991
Position Surface form Disambiguated ID Type / Status
Subject Cumru Township, Berks County, Pennsylvania E251509 entity
Predicate contains P35 FINISHED
Object Flying Hills, Pennsylvania
Flying Hills, Pennsylvania is a residential community and census-designated place in Berks County known for its planned neighborhoods and golf course-centered development.
E879723 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: Flying Hills, Pennsylvania | Statement: [Cumru Township, Berks County, Pennsylvania, contains, Flying Hills, Pennsylvania]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Flying Hills, Pennsylvania
Context triple: [Cumru Township, Berks County, Pennsylvania, contains, Flying Hills, Pennsylvania]
  • A. Red Hill, Pennsylvania
    Red Hill, Pennsylvania is a small borough in Montgomery County that forms part of the suburban region north of Philadelphia.
  • B. 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.
  • C. Pleasant Hills, Pennsylvania
    Pleasant Hills, Pennsylvania is a suburban borough in Allegheny County near Pittsburgh, known primarily as a residential community with commercial corridors and access to major regional roadways.
  • D. Sand Hill, Pennsylvania
    Sand Hill, Pennsylvania is a small residential borough located within the Lebanon metropolitan area in south-central Pennsylvania.
  • E. Pleasant Hill, Pennsylvania
    Pleasant Hill, Pennsylvania is a small borough located within the Lebanon metropolitan area in south-central 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: Flying Hills, Pennsylvania
Triple: [Cumru Township, Berks County, Pennsylvania, contains, Flying Hills, Pennsylvania]
Generated description
Flying Hills, Pennsylvania is a residential community and census-designated place in Berks County known for its planned neighborhoods and golf course-centered development.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Flying Hills, Pennsylvania
Target entity description: Flying Hills, Pennsylvania is a residential community and census-designated place in Berks County known for its planned neighborhoods and golf course-centered development.
  • A. Red Hill, Pennsylvania
    Red Hill, Pennsylvania is a small borough in Montgomery County that forms part of the suburban region north of Philadelphia.
  • B. 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.
  • C. Pleasant Hills, Pennsylvania
    Pleasant Hills, Pennsylvania is a suburban borough in Allegheny County near Pittsburgh, known primarily as a residential community with commercial corridors and access to major regional roadways.
  • D. Sand Hill, Pennsylvania
    Sand Hill, Pennsylvania is a small residential borough located within the Lebanon metropolitan area in south-central Pennsylvania.
  • E. Pleasant Hill, Pennsylvania
    Pleasant Hill, Pennsylvania is a small borough located within the Lebanon metropolitan area in south-central 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_69d6aa5b0d2881909584b20efc5877f0 completed April 8, 2026, 7:19 p.m.
NER Named-entity recognition batch_69d6f8648a248190a3bd284c569152e4 completed April 9, 2026, 12:52 a.m.
NED1 Entity disambiguation (via context triple) batch_69d9886e3f108190bb6f17d4e2f394ef completed April 10, 2026, 11:31 p.m.
NEDg Description generation batch_69d98cdf6f0c8190a5b926c439c1aca6 completed April 10, 2026, 11:50 p.m.
NED2 Entity disambiguation (via description) batch_69d98d5557548190a22102f1c8105e6f completed April 10, 2026, 11:52 p.m.
Created at: April 8, 2026, 9:09 p.m.