Triple

T2934424
Position Surface form Disambiguated ID Type / Status
Subject Warminster, Pennsylvania E79230 entity
Predicate majorRoad P385 FINISHED
Object Pennsylvania Route 332
Pennsylvania Route 332 is a state highway in southeastern Pennsylvania that connects several suburban communities in Bucks County and serves as a key east–west commuter route.
E421228 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: Pennsylvania Route 332 | Statement: [Warminster, Pennsylvania, majorRoad, Pennsylvania Route 332]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Pennsylvania Route 332
Context triple: [Warminster, Pennsylvania, majorRoad, Pennsylvania Route 332]
  • A. Pennsylvania Route 363
    Pennsylvania Route 363 is a state highway in southeastern Pennsylvania that runs through Montgomery County, serving communities such as Norristown and connecting local roads to major regional routes.
  • B. Pennsylvania Route 309
    Pennsylvania Route 309 is a major north–south state highway in eastern Pennsylvania that connects several key cities and suburbs, serving as an important commuter and regional travel corridor.
  • C. Pennsylvania Route 356
    Pennsylvania Route 356 is a state highway in western Pennsylvania that connects several communities, including Saxonburg, to larger regional routes and urban centers.
  • D. Pennsylvania Route 132
    Pennsylvania Route 132 is a state highway in southeastern Pennsylvania that serves as a key east–west arterial route through suburban communities in Bucks County.
  • E. Pennsylvania Route 31
    Pennsylvania Route 31 is a state highway in southwestern Pennsylvania that runs east–west through several communities, including Mount Pleasant, providing a regional connector between rural areas and major routes.
  • 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: Pennsylvania Route 332
Triple: [Warminster, Pennsylvania, majorRoad, Pennsylvania Route 332]
Generated description
Pennsylvania Route 332 is a state highway in southeastern Pennsylvania that connects several suburban communities in Bucks County and serves as a key east–west commuter route.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Pennsylvania Route 332
Target entity description: Pennsylvania Route 332 is a state highway in southeastern Pennsylvania that connects several suburban communities in Bucks County and serves as a key east–west commuter route.
  • A. Pennsylvania Route 363
    Pennsylvania Route 363 is a state highway in southeastern Pennsylvania that runs through Montgomery County, serving communities such as Norristown and connecting local roads to major regional routes.
  • B. Pennsylvania Route 309
    Pennsylvania Route 309 is a major north–south state highway in eastern Pennsylvania that connects several key cities and suburbs, serving as an important commuter and regional travel corridor.
  • C. Pennsylvania Route 356
    Pennsylvania Route 356 is a state highway in western Pennsylvania that connects several communities, including Saxonburg, to larger regional routes and urban centers.
  • D. Pennsylvania Route 132
    Pennsylvania Route 132 is a state highway in southeastern Pennsylvania that serves as a key east–west arterial route through suburban communities in Bucks County.
  • E. Pennsylvania Route 31
    Pennsylvania Route 31 is a state highway in southwestern Pennsylvania that runs east–west through several communities, including Mount Pleasant, providing a regional connector between rural areas and major routes.
  • 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_69ad8b0fbab081908f6a61567c045d8d completed March 8, 2026, 2:43 p.m.
NER Named-entity recognition batch_69ad983b65f881909b8b7d3dc5c224fd completed March 8, 2026, 3:39 p.m.
NED1 Entity disambiguation (via context triple) batch_69b595d57bcc8190b2a6e28437a32b93 completed March 14, 2026, 5:07 p.m.
NEDg Description generation batch_69b59669d7b08190b1cbacd9b694aa81 completed March 14, 2026, 5:10 p.m.
NED2 Entity disambiguation (via description) batch_69b59762105481908e3534600486b82d completed March 14, 2026, 5:14 p.m.
Created at: March 8, 2026, 2:56 p.m.