Triple

T12290243
Position Surface form Disambiguated ID Type / Status
Subject Cherokee Nation Businesses E292937 entity
Predicate hasPart P35 FINISHED
Object 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.
E981713 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 Federal Consulting | Statement: [Cherokee Nation Businesses, hasPart, Cherokee Nation Federal Consulting]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Cherokee Nation Federal Consulting
Context triple: [Cherokee Nation Businesses, hasPart, Cherokee Nation Federal Consulting]
  • A. 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.
  • B. 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.
  • C. 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.
  • 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 Marshal Service
    The Cherokee Nation Marshal Service is the primary law enforcement agency of the Cherokee Nation, responsible for policing, investigations, and public safety within the tribe’s jurisdiction.
  • 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 Federal Consulting
Triple: [Cherokee Nation Businesses, hasPart, Cherokee Nation Federal Consulting]
Generated description
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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Cherokee Nation Federal Consulting
Target entity description: 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.
  • A. 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.
  • B. 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.
  • C. 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.
  • 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 Marshal Service
    The Cherokee Nation Marshal Service is the primary law enforcement agency of the Cherokee Nation, responsible for policing, investigations, and public safety within the tribe’s jurisdiction.
  • 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_69d6ab690ad081908c0ed3870ec82d53 completed April 8, 2026, 7:24 p.m.
NER Named-entity recognition batch_69d91d21692481908c97edc3d602f1d5 completed April 10, 2026, 3:54 p.m.
NED1 Entity disambiguation (via context triple) batch_69f634667db88190ac1368dc38daac73 completed May 2, 2026, 5:29 p.m.
NEDg Description generation batch_69f637575a9c8190b677b59e9739af49 completed May 2, 2026, 5:41 p.m.
NED2 Entity disambiguation (via description) batch_69f6380223d08190959e524ad146d0e0 completed May 2, 2026, 5:44 p.m.
Created at: April 8, 2026, 9:52 p.m.