Triple

T13079092
Position Surface form Disambiguated ID Type / Status
Subject Cherokee Nation Executive Branch E307135 entity
Predicate oversees P46 FINISHED
Object Cherokee Nation Transportation programs
Cherokee Nation Transportation programs are initiatives that plan, develop, and maintain transportation infrastructure and services to support mobility and economic development within the Cherokee Nation.
E1020508 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: Cherokee Nation Transportation programs | Statement: [Cherokee Nation Executive Branch, oversees, Cherokee Nation Transportation programs]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Cherokee Nation Transportation programs
Context triple: [Cherokee Nation Executive Branch, oversees, Cherokee Nation Transportation programs]
  • A. Cherokee Nation Construction Services
    Cherokee Nation Construction Services is a tribally owned construction and engineering firm that provides building, infrastructure, and related services as part of the Cherokee Nation Businesses portfolio.
  • B. Cherokee Nation Federal Consulting
    Cherokee Nation Federal Consulting is a professional services firm that provides federal government clients with consulting and support solutions as part of the broader Cherokee Nation Businesses portfolio.
  • C. Cherokee Nation Technology Solutions
    Cherokee Nation Technology Solutions is a professional services and technology company owned by Cherokee Nation Businesses that provides IT, engineering, and mission support solutions to government and commercial clients.
  • D. Cherokee Nation Businesses
    Cherokee Nation Businesses is the tribally owned economic development and holding company of the Cherokee Nation, managing a diverse portfolio of commercial enterprises and government contracts.
  • E. Cherokee Nation Manufacturing
    Cherokee Nation Manufacturing is a tribally owned manufacturing enterprise operated under Cherokee Nation Businesses, providing industrial and defense-related production and support services.
  • 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: Cherokee Nation Transportation programs
Triple: [Cherokee Nation Executive Branch, oversees, Cherokee Nation Transportation programs]
Generated description
Cherokee Nation Transportation programs are initiatives that plan, develop, and maintain transportation infrastructure and services to support mobility and economic development within the Cherokee Nation.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Cherokee Nation Transportation programs
Target entity description: Cherokee Nation Transportation programs are initiatives that plan, develop, and maintain transportation infrastructure and services to support mobility and economic development within the Cherokee Nation.
  • A. Cherokee Nation Construction Services
    Cherokee Nation Construction Services is a tribally owned construction and engineering firm that provides building, infrastructure, and related services as part of the Cherokee Nation Businesses portfolio.
  • B. Cherokee Nation Federal Consulting
    Cherokee Nation Federal Consulting is a professional services firm that provides federal government clients with consulting and support solutions as part of the broader Cherokee Nation Businesses portfolio.
  • C. Cherokee Nation Technology Solutions
    Cherokee Nation Technology Solutions is a professional services and technology company owned by Cherokee Nation Businesses that provides IT, engineering, and mission support solutions to government and commercial clients.
  • D. Cherokee Nation Businesses
    Cherokee Nation Businesses is the tribally owned economic development and holding company of the Cherokee Nation, managing a diverse portfolio of commercial enterprises and government contracts.
  • E. Cherokee Nation Manufacturing
    Cherokee Nation Manufacturing is a tribally owned manufacturing enterprise operated under Cherokee Nation Businesses, providing industrial and defense-related production and support services.
  • 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_69d806a733548190989cfd4ce981ca33 completed April 9, 2026, 8:05 p.m.
NER Named-entity recognition batch_69d98119cb7081908b78ffe83ec99851 completed April 10, 2026, 11 p.m.
NED1 Entity disambiguation (via context triple) batch_69f6d60c603881909dff49f4356042b5 completed May 3, 2026, 4:58 a.m.
NEDg Description generation batch_69f6d86562f88190afd1fe49c4632e09 completed May 3, 2026, 5:08 a.m.
NED2 Entity disambiguation (via description) batch_69f6d9486d748190bc5e2927bc36993e completed May 3, 2026, 5:12 a.m.
Created at: April 9, 2026, 9:01 p.m.