Triple

T577487
Position Surface form Disambiguated ID Type / Status
Subject Hellman & Friedman E13786 entity
Predicate notableInvestment P3488 FINISHED
Object MultiPlan
MultiPlan is a U.S.-based healthcare cost management and analytics company that provides network-based and data-driven solutions to insurers, payers, and other healthcare organizations.
E72315 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: MultiPlan | Statement: [Hellman & Friedman, notableInvestment, MultiPlan]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: MultiPlan
Context triple: [Hellman & Friedman, notableInvestment, MultiPlan]
  • A. Northwestern Mutual
    Northwestern Mutual is a major American financial services and insurance company known for its life insurance, investment, and wealth management products.
  • B. United Colonies
    The United Colonies was the collective name for the Thirteen American colonies that united in armed resistance against Great Britain during the early stages of the American Revolutionary War.
  • C. Aetna
    Aetna is a major American health insurance company and managed health care provider known for offering medical, pharmacy, dental, and related benefit plans nationwide.
  • D. Medicare Part C
    Medicare Part C, also known as Medicare Advantage, is a program through which private insurance plans provide Medicare-covered benefits and often additional services to eligible beneficiaries.
  • E. COBRA
    COBRA is a U.S. federal law that allows workers and their families to continue group health insurance coverage for limited periods after job loss or other qualifying events.
  • 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: MultiPlan
Triple: [Hellman & Friedman, notableInvestment, MultiPlan]
Generated description
MultiPlan is a U.S.-based healthcare cost management and analytics company that provides network-based and data-driven solutions to insurers, payers, and other healthcare organizations.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: MultiPlan
Target entity description: MultiPlan is a U.S.-based healthcare cost management and analytics company that provides network-based and data-driven solutions to insurers, payers, and other healthcare organizations.
  • A. Northwestern Mutual
    Northwestern Mutual is a major American financial services and insurance company known for its life insurance, investment, and wealth management products.
  • B. United Colonies
    The United Colonies was the collective name for the Thirteen American colonies that united in armed resistance against Great Britain during the early stages of the American Revolutionary War.
  • C. Aetna
    Aetna is a major American health insurance company and managed health care provider known for offering medical, pharmacy, dental, and related benefit plans nationwide.
  • D. Medicare Part C
    Medicare Part C, also known as Medicare Advantage, is a program through which private insurance plans provide Medicare-covered benefits and often additional services to eligible beneficiaries.
  • E. COBRA
    COBRA is a U.S. federal law that allows workers and their families to continue group health insurance coverage for limited periods after job loss or other qualifying events.
  • 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_69a4933fa4d88190a7949cc83c08c5c1 completed March 1, 2026, 7:27 p.m.
NER Named-entity recognition batch_69a49d2a5f5481908bb9a71ff0f534d4 completed March 1, 2026, 8:10 p.m.
NED1 Entity disambiguation (via context triple) batch_69a501bfb6408190bf7e1f462f39723d completed March 2, 2026, 3:19 a.m.
NEDg Description generation batch_69a5026c35408190ab22dab86c673e0f completed March 2, 2026, 3:22 a.m.
NED2 Entity disambiguation (via description) batch_69a5063ad6b481909537a97e6a81eaa4 completed March 2, 2026, 3:38 a.m.
Created at: March 1, 2026, 7:33 p.m.