Triple

T21095117
Position Surface form Disambiguated ID Type / Status
Subject Berkhamsted School E519744 entity
Predicate hasSection P35 FINISHED
Object Heatherton
Heatherton is a preparatory school that forms part of the independent Berkhamsted School group in England.
E1466622 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: Heatherton | Statement: [Berkhamsted School, hasSection, Heatherton]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Heatherton
Context triple: [Berkhamsted School, hasSection, Heatherton]
  • A. Heatherton
    Heatherton is a residential suburb in Melbourne’s southeastern region, known for its mix of housing, parklands, and proximity to major transport routes.
  • B. Dapto
    Dapto is a suburb in the Illawarra region of New South Wales, Australia, known for its residential community and proximity to Wollongong.
  • C. Ellenbrook
    Ellenbrook is a rapidly growing residential suburb in the northeastern outskirts of Perth, Western Australia.
  • D. Perth Hills
    Perth Hills is a scenic, elevated region on the outskirts of Perth, Western Australia, known for its forests, orchards, wineries, and outdoor recreation.
  • E. Thornlie
    Thornlie is a residential suburb in Perth, Western Australia, known for its family-friendly amenities and transport links.
  • 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: Heatherton
Triple: [Berkhamsted School, hasSection, Heatherton]
Generated description
Heatherton is a preparatory school that forms part of the independent Berkhamsted School group in England.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Heatherton
Target entity description: Heatherton is a preparatory school that forms part of the independent Berkhamsted School group in England.
  • A. Heatherton
    Heatherton is a residential suburb in Melbourne’s southeastern region, known for its mix of housing, parklands, and proximity to major transport routes.
  • B. Dapto
    Dapto is a suburb in the Illawarra region of New South Wales, Australia, known for its residential community and proximity to Wollongong.
  • C. Ellenbrook
    Ellenbrook is a rapidly growing residential suburb in the northeastern outskirts of Perth, Western Australia.
  • D. Perth Hills
    Perth Hills is a scenic, elevated region on the outskirts of Perth, Western Australia, known for its forests, orchards, wineries, and outdoor recreation.
  • E. Thornlie
    Thornlie is a residential suburb in Perth, Western Australia, known for its family-friendly amenities and transport links.
  • 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_69e0b508d8dc81909be940dafe36c8f7 completed April 16, 2026, 10:08 a.m.
NER Named-entity recognition batch_69e71b5845f88190a16f3df157f0906c completed April 21, 2026, 6:38 a.m.
NED1 Entity disambiguation (via context triple) batch_6a095a5e7f048190b485f392105666d2 completed May 17, 2026, 6:04 a.m.
NEDg Description generation batch_6a095b6d25f8819097334c13ef37003e completed May 17, 2026, 6:08 a.m.
NED2 Entity disambiguation (via description) batch_6a095c7c8840819087c9860a75314b83 completed May 17, 2026, 6:13 a.m.
Created at: April 16, 2026, 2:52 p.m.