Triple

T6853934
Position Surface form Disambiguated ID Type / Status
Subject Muhlenberg Township, Berks County, Pennsylvania E158089 entity
Predicate hasJurisdiction P285 FINISHED
Object Muhlenberg School District
Muhlenberg School District is a public school district in Berks County, Pennsylvania, serving students in and around Muhlenberg Township with K–12 educational programs.
E624424 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: Muhlenberg School District | Statement: [Muhlenberg Township, Berks County, Pennsylvania, hasJurisdiction, Muhlenberg School District]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Muhlenberg School District
Context triple: [Muhlenberg Township, Berks County, Pennsylvania, hasJurisdiction, Muhlenberg School District]
  • A. Three Rivers School District
    Three Rivers School District is a public school district serving students in communities across Josephine County in southwestern Oregon.
  • B. North Hills School District
    North Hills School District is a public school district serving students in the North Hills suburban area of Pittsburgh, Pennsylvania.
  • C. Morris School District
    Morris School District is a public school district in Morris County, New Jersey, serving students from Morristown and surrounding communities.
  • D. Hopewell Area School District
    Hopewell Area School District is a public school district serving students in and around Hopewell Township in Beaver County, Pennsylvania.
  • E. Upland Borough School District
    Upland Borough School District is a local public school district serving students in the small community of Upland in Delaware County, 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: Muhlenberg School District
Triple: [Muhlenberg Township, Berks County, Pennsylvania, hasJurisdiction, Muhlenberg School District]
Generated description
Muhlenberg School District is a public school district in Berks County, Pennsylvania, serving students in and around Muhlenberg Township with K–12 educational programs.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Muhlenberg School District
Target entity description: Muhlenberg School District is a public school district in Berks County, Pennsylvania, serving students in and around Muhlenberg Township with K–12 educational programs.
  • A. Three Rivers School District
    Three Rivers School District is a public school district serving students in communities across Josephine County in southwestern Oregon.
  • B. North Hills School District
    North Hills School District is a public school district serving students in the North Hills suburban area of Pittsburgh, Pennsylvania.
  • C. Morris School District
    Morris School District is a public school district in Morris County, New Jersey, serving students from Morristown and surrounding communities.
  • D. Hopewell Area School District
    Hopewell Area School District is a public school district serving students in and around Hopewell Township in Beaver County, Pennsylvania.
  • E. Upland Borough School District
    Upland Borough School District is a local public school district serving students in the small community of Upland in Delaware County, 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_69c6882fae988190864cbba788c5ebb4 completed March 27, 2026, 1:37 p.m.
NER Named-entity recognition batch_69c6d851321481908c49c2c949359703 completed March 27, 2026, 7:19 p.m.
NED1 Entity disambiguation (via context triple) batch_69c72fdda9cc8190b039f892d046d7af completed March 28, 2026, 1:33 a.m.
NEDg Description generation batch_69c73913cac88190b97db49266b30b23 completed March 28, 2026, 2:12 a.m.
NED2 Entity disambiguation (via description) batch_69c739c4313881909fa14f471db0f923 completed March 28, 2026, 2:15 a.m.
Created at: March 27, 2026, 2:20 p.m.