Triple

T9033052
Position Surface form Disambiguated ID Type / Status
Subject Chicago Skyway E216419 entity
Predicate concessionaire P37449 FINISHED
Object Cintra–Macquarie consortium
The Cintra–Macquarie consortium is a partnership between Spanish infrastructure firm Cintra and Australian investment bank Macquarie that invests in and operates major toll road and transport infrastructure assets.
 E772458 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: Cintra–Macquarie consortium | Statement: [Chicago Skyway, concessionaire, Cintra–Macquarie consortium]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Cintra–Macquarie consortium
Context triple: [Chicago Skyway, concessionaire, Cintra–Macquarie consortium]
  • A. TPG Capital
    TPG Capital is a major global private equity investment firm known for its large-scale leveraged buyouts and growth capital investments across diverse industries.
  • B. Cinven
    Cinven is a leading European private equity firm known for acquiring and developing large companies across various sectors.
  • C. NextEquity Partners
    NextEquity Partners is a venture capital and private equity firm known for investing in growth-stage technology and innovation-driven companies.
  • D. Newmarket Capital Group
    Newmarket Capital Group is an independent film financing and production company known for backing critically acclaimed and unconventional movies.
  • E. Mubadala Capital
    Mubadala Capital is the asset management and investment arm of Mubadala Investment Company, managing a range of private equity, venture capital, and other alternative investment strategies globally.
  • 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: Cintra–Macquarie consortium
Triple: [Chicago Skyway, concessionaire, Cintra–Macquarie consortium]
Generated description
The Cintra–Macquarie consortium is a partnership between Spanish infrastructure firm Cintra and Australian investment bank Macquarie that invests in and operates major toll road and transport infrastructure assets.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Cintra–Macquarie consortium
Target entity description: The Cintra–Macquarie consortium is a partnership between Spanish infrastructure firm Cintra and Australian investment bank Macquarie that invests in and operates major toll road and transport infrastructure assets.
  • A. TPG Capital
    TPG Capital is a major global private equity investment firm known for its large-scale leveraged buyouts and growth capital investments across diverse industries.
  • B. Cinven
    Cinven is a leading European private equity firm known for acquiring and developing large companies across various sectors.
  • C. NextEquity Partners
    NextEquity Partners is a venture capital and private equity firm known for investing in growth-stage technology and innovation-driven companies.
  • D. Newmarket Capital Group
    Newmarket Capital Group is an independent film financing and production company known for backing critically acclaimed and unconventional movies.
  • E. Mubadala Capital
    Mubadala Capital is the asset management and investment arm of Mubadala Investment Company, managing a range of private equity, venture capital, and other alternative investment strategies globally.
  • 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_69ca83d10b608190b2b2f8e0a7faaf14 completed March 30, 2026, 2:08 p.m.
NER Named-entity recognition batch_69cc6aa0c89c81909792190f08fef8df completed April 1, 2026, 12:45 a.m.
NED1 Entity disambiguation (via context triple) batch_69cfdbc9c6e08190aa71d84316afc6d5 completed April 3, 2026, 3:24 p.m.
NEDg Description generation batch_69cfdcb95b508190b9d5562f4248e074 completed April 3, 2026, 3:28 p.m.
NED2 Entity disambiguation (via description) batch_69cfdd3293888190a9cd5e0621c2fe10 completed April 3, 2026, 3:30 p.m.
Created at: March 30, 2026, 7:08 p.m.