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.