Triple

T16048551
Position Surface form Disambiguated ID Type / Status
Subject Andy Hopper E389287 entity
Predicate founded P104 FINISHED
Object Cambridge Broadband Networks
Cambridge Broadband Networks is a telecommunications company specializing in point-to-multipoint microwave and millimetre-wave backhaul solutions for mobile and wireless networks.
E1190877 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 Broadband Networks | Statement: [Andy Hopper, founded, Cambridge Broadband Networks]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Cambridge Broadband Networks
Context triple: [Andy Hopper, founded, Cambridge Broadband Networks]
  • A. Virgin Media (UK)
    Virgin Media (UK) is a major British telecommunications and media company providing cable television, broadband internet, and phone services across the United Kingdom.
  • B. Sky Broadband
    Sky Broadband is a major UK and Ireland internet service provider offering home broadband and related connectivity services under the Sky brand.
  • C. Cogent Communications
    Cogent Communications is a multinational internet service provider specializing in high-speed fiber-optic connectivity and IP transit services for businesses and carriers.
  • D. BT Group
    BT Group is a major British telecommunications and broadband provider offering fixed-line, mobile, internet, and TV services in the UK and internationally.
  • E. Northwestel
    Northwestel is a Canadian telecommunications company that provides phone, internet, and related services to northern communities, including in the Yukon, Northwest Territories, Nunavut, and northern British Columbia.
  • 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 Broadband Networks
Triple: [Andy Hopper, founded, Cambridge Broadband Networks]
Generated description
Cambridge Broadband Networks is a telecommunications company specializing in point-to-multipoint microwave and millimetre-wave backhaul solutions for mobile and wireless networks.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Cambridge Broadband Networks
Target entity description: Cambridge Broadband Networks is a telecommunications company specializing in point-to-multipoint microwave and millimetre-wave backhaul solutions for mobile and wireless networks.
  • A. Virgin Media (UK)
    Virgin Media (UK) is a major British telecommunications and media company providing cable television, broadband internet, and phone services across the United Kingdom.
  • B. Sky Broadband
    Sky Broadband is a major UK and Ireland internet service provider offering home broadband and related connectivity services under the Sky brand.
  • C. Cogent Communications
    Cogent Communications is a multinational internet service provider specializing in high-speed fiber-optic connectivity and IP transit services for businesses and carriers.
  • D. BT Group
    BT Group is a major British telecommunications and broadband provider offering fixed-line, mobile, internet, and TV services in the UK and internationally.
  • E. Northwestel
    Northwestel is a Canadian telecommunications company that provides phone, internet, and related services to northern communities, including in the Yukon, Northwest Territories, Nunavut, and northern British Columbia.
  • 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_69d86dae698881908327ef2d67706cb9 completed April 10, 2026, 3:25 a.m.
NER Named-entity recognition batch_69e18360464881909fd4d3bcb4ffb7f5 completed April 17, 2026, 12:48 a.m.
NED1 Entity disambiguation (via context triple) batch_69ffdbddc25481908fca660c4f14eaff completed May 10, 2026, 1:14 a.m.
NEDg Description generation batch_69ffdc915be88190a0e949fcee608242 completed May 10, 2026, 1:17 a.m.
NED2 Entity disambiguation (via description) batch_69ffdd17239c8190a3c0c4d146a279f7 completed May 10, 2026, 1:19 a.m.
Created at: April 10, 2026, 4:56 a.m.