Triple

T1585136
Position Surface form Disambiguated ID Type / Status
Subject Guelph E34046 entity
Predicate hasPublicTransitOperator P86 FINISHED
Object Guelph Transit
Guelph Transit is the municipal public transportation agency that operates bus services within the city of Guelph, Ontario, Canada.
E188639 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: Guelph Transit | Statement: [Guelph, hasPublicTransitOperator, Guelph Transit]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Guelph Transit
Context triple: [Guelph, hasPublicTransitOperator, Guelph Transit]
  • A. Brampton Transit
    Brampton Transit is the public bus transportation system serving the city of Brampton in Ontario, Canada.
  • B. Oakville Transit
    Oakville Transit is the public bus transportation system serving the town of Oakville, Ontario, Canada.
  • C. Grand River Transit
    Grand River Transit is the public transportation agency serving the Regional Municipality of Waterloo in Ontario, Canada, operating bus and rapid transit services in cities such as Kitchener, Waterloo, and Cambridge.
  • D. GO Transit
    GO Transit is a regional public transit system in Southern Ontario, Canada, providing commuter rail and bus services connecting Toronto with surrounding municipalities.
  • E. OC Transpo
    OC Transpo is the public transit agency that operates bus and light rail services throughout Ottawa, Ontario.
  • 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: Guelph Transit
Triple: [Guelph, hasPublicTransitOperator, Guelph Transit]
Generated description
Guelph Transit is the municipal public transportation agency that operates bus services within the city of Guelph, Ontario, Canada.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Guelph Transit
Target entity description: Guelph Transit is the municipal public transportation agency that operates bus services within the city of Guelph, Ontario, Canada.
  • A. Brampton Transit
    Brampton Transit is the public bus transportation system serving the city of Brampton in Ontario, Canada.
  • B. Oakville Transit
    Oakville Transit is the public bus transportation system serving the town of Oakville, Ontario, Canada.
  • C. Grand River Transit
    Grand River Transit is the public transportation agency serving the Regional Municipality of Waterloo in Ontario, Canada, operating bus and rapid transit services in cities such as Kitchener, Waterloo, and Cambridge.
  • D. GO Transit
    GO Transit is a regional public transit system in Southern Ontario, Canada, providing commuter rail and bus services connecting Toronto with surrounding municipalities.
  • E. OC Transpo
    OC Transpo is the public transit agency that operates bus and light rail services throughout Ottawa, Ontario.
  • 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_69a885fceb2c8190b47e0f7c0aefbff0 completed March 4, 2026, 7:20 p.m.
NER Named-entity recognition batch_69a908f240708190a76bb642fc6a6f42 completed March 5, 2026, 4:39 a.m.
NED1 Entity disambiguation (via context triple) batch_69ad680b40908190acf505992848dae9 completed March 8, 2026, 12:14 p.m.
NEDg Description generation batch_69ad6c05c69c81908969384b352d3151 completed March 8, 2026, 12:31 p.m.
NED2 Entity disambiguation (via description) batch_69ad6c9596508190aed71ef5b3a2092a completed March 8, 2026, 12:33 p.m.
Created at: March 4, 2026, 7:27 p.m.