Triple

T5963556
Position Surface form Disambiguated ID Type / Status
Subject Special Enrollment Period (Medicare Part B) E132696 entity
Predicate relatedTo P37 FINISHED
Object Medicare late enrollment penalty
The Medicare late enrollment penalty is an added monthly cost that permanently increases your Medicare premiums if you delay signing up for coverage when first eligible and don’t qualify for an exception.
E559015 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: Medicare late enrollment penalty | Statement: [Special Enrollment Period (Medicare Part B), relatedTo, Medicare late enrollment penalty]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Medicare late enrollment penalty
Context triple: [Special Enrollment Period (Medicare Part B), relatedTo, Medicare late enrollment penalty]
  • A. Medicare
    Medicare is a U.S. federal health insurance program primarily serving people aged 65 and older, as well as certain younger individuals with disabilities or specific medical conditions.
  • B. Medicare trust funds
    Medicare trust funds are federal financial accounts that collect dedicated revenues and disburse payments to support the Medicare program’s health coverage for eligible beneficiaries.
  • C. Medicare secondary payer rules
    Medicare secondary payer rules are federal regulations that determine when Medicare pays after another insurer (like employer group health plans, liability, no-fault, or workers’ compensation insurance) has primary responsibility for a beneficiary’s medical costs.
  • D. Medicare Advantage Open Enrollment Period
    The Medicare Advantage Open Enrollment Period is a yearly window during which people already enrolled in a Medicare Advantage plan can switch to a different Medicare Advantage plan or return to Original Medicare.
  • E. Medicare Part B
    Medicare Part B is the component of the U.S. federal health insurance program that helps cover medically necessary outpatient services, such as doctor visits, preventive care, and certain medical supplies for eligible beneficiaries.
  • 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: Medicare late enrollment penalty
Triple: [Special Enrollment Period (Medicare Part B), relatedTo, Medicare late enrollment penalty]
Generated description
The Medicare late enrollment penalty is an added monthly cost that permanently increases your Medicare premiums if you delay signing up for coverage when first eligible and don’t qualify for an exception.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Medicare late enrollment penalty
Target entity description: The Medicare late enrollment penalty is an added monthly cost that permanently increases your Medicare premiums if you delay signing up for coverage when first eligible and don’t qualify for an exception.
  • A. Medicare
    Medicare is a U.S. federal health insurance program primarily serving people aged 65 and older, as well as certain younger individuals with disabilities or specific medical conditions.
  • B. Medicare trust funds
    Medicare trust funds are federal financial accounts that collect dedicated revenues and disburse payments to support the Medicare program’s health coverage for eligible beneficiaries.
  • C. Medicare secondary payer rules
    Medicare secondary payer rules are federal regulations that determine when Medicare pays after another insurer (like employer group health plans, liability, no-fault, or workers’ compensation insurance) has primary responsibility for a beneficiary’s medical costs.
  • D. Medicare Advantage Open Enrollment Period
    The Medicare Advantage Open Enrollment Period is a yearly window during which people already enrolled in a Medicare Advantage plan can switch to a different Medicare Advantage plan or return to Original Medicare.
  • E. Medicare Part B
    Medicare Part B is the component of the U.S. federal health insurance program that helps cover medically necessary outpatient services, such as doctor visits, preventive care, and certain medical supplies for eligible beneficiaries.
  • 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_69c0086c2364819091e9fe2f58fa2517 completed March 22, 2026, 3:19 p.m.
NER Named-entity recognition batch_69c03a00e444819087f9df62263e83dc completed March 22, 2026, 6:50 p.m.
NED1 Entity disambiguation (via context triple) batch_69c0e3f32e8481908a6075684287c412 completed March 23, 2026, 6:55 a.m.
NEDg Description generation batch_69c0ebfa3a9c81908a183f995350366b completed March 23, 2026, 7:30 a.m.
NED2 Entity disambiguation (via description) batch_69c0ec61672c8190b98cead75cac84d5 completed March 23, 2026, 7:31 a.m.
Created at: March 22, 2026, 4:03 p.m.