Triple

T936364
Position Surface form Disambiguated ID Type / Status
Subject Fairless Hills Coating operations E20203 entity
Predicate locatedIn P40 FINISHED
Object Fairless Hills, Pennsylvania
Fairless Hills, Pennsylvania is a suburban community in Bucks County known for its mid-20th-century planned residential developments and proximity to industrial and commercial facilities.
E37581 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: Fairless Hills, Pennsylvania | Statement: [Fairless Hills Coating operations, locatedIn, Fairless Hills, Pennsylvania]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Fairless Hills, Pennsylvania
Context triple: [Fairless Hills Coating operations, locatedIn, Fairless Hills, Pennsylvania]
  • A. Bensalem Township
    Bensalem Township is a suburban community in Bucks County, Pennsylvania, located just northeast of Philadelphia within its metropolitan area.
  • B. Wyomissing, Pennsylvania
    Wyomissing, Pennsylvania is a suburban borough in Berks County known for its residential character and role as a corporate hub in the Reading metropolitan area.
  • C. Langhorne
    Langhorne is a surname most notably associated with Crystal Langhorne, an American professional basketball player who starred in the WNBA.
  • D. Langhorne
    Langhorne is the middle name of Samuel Langhorne Clemens, better known by his pen name Mark Twain, the famed American author and humorist.
  • E. Upland, Pennsylvania
    Upland, Pennsylvania is a small borough in Delaware County known historically as the home of the former Crozer Theological Seminary, where Martin Luther King Jr. once studied.
  • 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: Fairless Hills, Pennsylvania
Triple: [Fairless Hills Coating operations, locatedIn, Fairless Hills, Pennsylvania]
Generated description
Fairless Hills, Pennsylvania is a suburban community in Bucks County known for its mid-20th-century planned residential developments and proximity to industrial and commercial facilities.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Fairless Hills, Pennsylvania
Target entity description: Fairless Hills, Pennsylvania is a suburban community in Bucks County known for its mid-20th-century planned residential developments and proximity to industrial and commercial facilities.
  • A. Bensalem Township chosen
    Bensalem Township is a suburban community in Bucks County, Pennsylvania, located just northeast of Philadelphia within its metropolitan area.
  • B. Wyomissing, Pennsylvania
    Wyomissing, Pennsylvania is a suburban borough in Berks County known for its residential character and role as a corporate hub in the Reading metropolitan area.
  • C. Langhorne
    Langhorne is a surname most notably associated with Crystal Langhorne, an American professional basketball player who starred in the WNBA.
  • D. Langhorne
    Langhorne is the middle name of Samuel Langhorne Clemens, better known by his pen name Mark Twain, the famed American author and humorist.
  • E. Upland, Pennsylvania
    Upland, Pennsylvania is a small borough in Delaware County known historically as the home of the former Crozer Theological Seminary, where Martin Luther King Jr. once studied.
  • 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_69a493b0270c81909e6c9ce310f6aa55 completed March 1, 2026, 7:29 p.m.
NER Named-entity recognition batch_69a4b36558588190a2a9c710073624d1 completed March 1, 2026, 9:45 p.m.
NED1 Entity disambiguation (via context triple) batch_69acbf0949c481908868bd27eeb964b4 completed March 8, 2026, 12:12 a.m.
NEDg Description generation batch_69acbfdaaa548190a9b8d74bf1651df1 completed March 8, 2026, 12:16 a.m.
NED2 Entity disambiguation (via description) batch_69acc04ff3bc819083df91a13ea63679 completed March 8, 2026, 12:18 a.m.
Created at: March 1, 2026, 7:40 p.m.