Triple

T174923
Position Surface form Disambiguated ID Type / Status
Subject Ontario E3554 entity
Predicate containsCity P294 FINISHED
Object Cambridge, Ontario
Cambridge, Ontario is a mid-sized city in southern Canada formed by the amalgamation of Galt, Preston, Hespeler, and Blair, known for its historic downtowns along the Grand and Speed Rivers and its role within the Waterloo Region.
E43999 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: Cambridge, Ontario | Statement: [Ontario, containsCity, Cambridge, Ontario]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Cambridge, Ontario
Context triple: [Ontario, containsCity, Cambridge, Ontario]
  • A. Burlington, Ontario
    Burlington, Ontario is a mid-sized Canadian city located on the shores of Lake Ontario at the western end of the Greater Toronto and Hamilton Area, known for its waterfront, parks, and proximity to the Niagara Escarpment.
  • B. Guelph
    Guelph is a mid-sized Canadian city known for its strong manufacturing base, historic architecture, and the University of Guelph.
  • C. Markham, Ontario
    Markham, Ontario is a rapidly growing city in the Greater Toronto Area known for its diverse population, high-tech industry hub, and blend of urban and suburban communities.
  • D. Waterloo, Ontario
    Waterloo, Ontario is a Canadian city in the Regional Municipality of Waterloo best known as a major tech and innovation hub and home to the University of Waterloo and Wilfrid Laurier University.
  • E. Milton, Ontario
    Milton, Ontario is a rapidly growing town in Southern Ontario, Canada, located within the Greater Toronto Area and known for its mix of suburban development and nearby conservation areas.
  • 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: Cambridge, Ontario
Triple: [Ontario, containsCity, Cambridge, Ontario]
Generated description
Cambridge, Ontario is a mid-sized city in southern Canada formed by the amalgamation of Galt, Preston, Hespeler, and Blair, known for its historic downtowns along the Grand and Speed Rivers and its role within the Waterloo Region.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Cambridge, Ontario
Target entity description: Cambridge, Ontario is a mid-sized city in southern Canada formed by the amalgamation of Galt, Preston, Hespeler, and Blair, known for its historic downtowns along the Grand and Speed Rivers and its role within the Waterloo Region.
  • A. Burlington, Ontario
    Burlington, Ontario is a mid-sized Canadian city located on the shores of Lake Ontario at the western end of the Greater Toronto and Hamilton Area, known for its waterfront, parks, and proximity to the Niagara Escarpment.
  • B. Guelph
    Guelph is a mid-sized Canadian city known for its strong manufacturing base, historic architecture, and the University of Guelph.
  • C. Markham, Ontario
    Markham, Ontario is a rapidly growing city in the Greater Toronto Area known for its diverse population, high-tech industry hub, and blend of urban and suburban communities.
  • D. Waterloo, Ontario
    Waterloo, Ontario is a Canadian city in the Regional Municipality of Waterloo best known as a major tech and innovation hub and home to the University of Waterloo and Wilfrid Laurier University.
  • E. Milton, Ontario
    Milton, Ontario is a rapidly growing town in Southern Ontario, Canada, located within the Greater Toronto Area and known for its mix of suburban development and nearby conservation areas.
  • 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_69a25374990081909766d30c79a18e0e completed Feb. 28, 2026, 2:31 a.m.
NER Named-entity recognition batch_69a258e32da88190ad9485aecd0bf08f completed Feb. 28, 2026, 2:54 a.m.
NED1 Entity disambiguation (via context triple) batch_69a3d7e0801c8190aa1f1c5f8d5bc3cb completed March 1, 2026, 6:08 a.m.
NEDg Description generation batch_69a3d863606481908683f219bfc64d5a completed March 1, 2026, 6:10 a.m.
NED2 Entity disambiguation (via description) batch_69a3d8faf9188190b472a21361ee97a5 completed March 1, 2026, 6:13 a.m.
Created at: Feb. 28, 2026, 2:39 a.m.