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.