Triple

T2728517
Position Surface form Disambiguated ID Type / Status
Subject Cherokee Nation E60252 entity
Predicate operates P24 FINISHED
Object 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.
E292937 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 Businesses | Statement: [Cherokee Nation, operates, Cherokee Nation Businesses]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Cherokee Nation Businesses
Context triple: [Cherokee Nation, operates, Cherokee Nation Businesses]
  • A. Cherokee Nation (historical)
    The historical Cherokee Nation was a sovereign Native American nation in the southeastern United States whose ancestral lands, rich in resources like gold, became the focus of intense settler encroachment and ultimately led to forced removal along the Trail of Tears.
  • B. Cherokee Nation of Oklahoma
    The Cherokee Nation of Oklahoma is a federally recognized Native American tribe and the largest of the three Cherokee tribes, with its own government, services, and jurisdiction primarily in northeastern Oklahoma.
  • C. Choctaw Nation
    The Choctaw Nation is a Native American tribe originally from the southeastern United States, known for being among the first tribes forcibly relocated along the Trail of Tears to Indian Territory (present-day Oklahoma).
  • D. Eastern Band of Cherokee Indians
    The Eastern Band of Cherokee Indians is a federally recognized Cherokee tribe based primarily in western North Carolina, known for preserving Cherokee language, culture, and governance on the Qualla Boundary reservation.
  • E. Chickasaw Nation
    The Chickasaw Nation is a federally recognized Native American tribe originally from the Southeastern United States, known for its forced relocation along the Trail of Tears and its contemporary self-governance and cultural preservation efforts in Oklahoma.
  • 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 Businesses
Triple: [Cherokee Nation, operates, Cherokee Nation Businesses]
Generated description
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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Cherokee Nation Businesses
Target entity description: 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.
  • A. Cherokee Nation (historical)
    The historical Cherokee Nation was a sovereign Native American nation in the southeastern United States whose ancestral lands, rich in resources like gold, became the focus of intense settler encroachment and ultimately led to forced removal along the Trail of Tears.
  • B. Cherokee Nation of Oklahoma
    The Cherokee Nation of Oklahoma is a federally recognized Native American tribe and the largest of the three Cherokee tribes, with its own government, services, and jurisdiction primarily in northeastern Oklahoma.
  • C. Choctaw Nation
    The Choctaw Nation is a Native American tribe originally from the southeastern United States, known for being among the first tribes forcibly relocated along the Trail of Tears to Indian Territory (present-day Oklahoma).
  • D. Eastern Band of Cherokee Indians
    The Eastern Band of Cherokee Indians is a federally recognized Cherokee tribe based primarily in western North Carolina, known for preserving Cherokee language, culture, and governance on the Qualla Boundary reservation.
  • E. Chickasaw Nation
    The Chickasaw Nation is a federally recognized Native American tribe originally from the Southeastern United States, known for its forced relocation along the Trail of Tears and its contemporary self-governance and cultural preservation efforts in Oklahoma.
  • 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_69ab4b75cd908190b691ef0d1801acda completed March 6, 2026, 9:47 p.m.
NER Named-entity recognition batch_69abdaeaee388190a21e7fa0b8f83546 completed March 7, 2026, 7:59 a.m.
NED1 Entity disambiguation (via context triple) batch_69afb69aa8b081909c57e8a7f64d0913 completed March 10, 2026, 6:13 a.m.
NEDg Description generation batch_69afb717260c8190a93641152f163879 completed March 10, 2026, 6:15 a.m.
NED2 Entity disambiguation (via description) batch_69afb781327c819090c42c461d17762e completed March 10, 2026, 6:17 a.m.
Created at: March 6, 2026, 9:56 p.m.