Triple
T5765708
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Medicare Part D |
E127207
|
entity |
| Predicate | hasLowIncomeSubsidy |
P23815
|
FINISHED |
| Object |
Extra Help program
The Extra Help program is a federal assistance initiative that helps low-income Medicare beneficiaries pay for their Medicare Part D prescription drug costs, including premiums, deductibles, and copayments.
|
E544647
|
NE FINISHED |
How this triple was built (5 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: Extra Help program | Statement: [Medicare Part D, hasLowIncomeSubsidy, Extra Help program]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Extra Help program Context triple: [Medicare Part D, hasLowIncomeSubsidy, Extra Help program]
-
A.
Lifeline program
The Lifeline program is a U.S. federal initiative that provides discounted phone and broadband services to low-income consumers to help ensure affordable access to communications.
-
B.
In-Home Supportive Services program
The In-Home Supportive Services program is a California public assistance program that helps low-income elderly, blind, and disabled individuals receive personal care and domestic services in their own homes to avoid institutionalization.
-
C.
Public Assistance programs
Public Assistance programs are federally funded disaster relief initiatives that provide financial and technical support to state, local, tribal, and territorial governments, as well as certain nonprofits, to repair, restore, and protect public infrastructure and facilities after major emergencies.
-
D.
Refugee Cash Assistance program
The Refugee Cash Assistance program is a public assistance initiative that provides temporary financial support to eligible refugees and certain other humanitarian immigrants who are not yet eligible for mainstream cash aid programs.
-
E.
Temporary Assistance for Needy Families
Temporary Assistance for Needy Families is a U.S. federal assistance program that provides time-limited cash aid and work support services to low-income families with children.
- 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: Extra Help program Triple: [Medicare Part D, hasLowIncomeSubsidy, Extra Help program]
Generated description
The Extra Help program is a federal assistance initiative that helps low-income Medicare beneficiaries pay for their Medicare Part D prescription drug costs, including premiums, deductibles, and copayments.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Extra Help program Target entity description: The Extra Help program is a federal assistance initiative that helps low-income Medicare beneficiaries pay for their Medicare Part D prescription drug costs, including premiums, deductibles, and copayments.
-
A.
Lifeline program
The Lifeline program is a U.S. federal initiative that provides discounted phone and broadband services to low-income consumers to help ensure affordable access to communications.
-
B.
In-Home Supportive Services program
The In-Home Supportive Services program is a California public assistance program that helps low-income elderly, blind, and disabled individuals receive personal care and domestic services in their own homes to avoid institutionalization.
-
C.
Public Assistance programs
Public Assistance programs are federally funded disaster relief initiatives that provide financial and technical support to state, local, tribal, and territorial governments, as well as certain nonprofits, to repair, restore, and protect public infrastructure and facilities after major emergencies.
-
D.
Refugee Cash Assistance program
The Refugee Cash Assistance program is a public assistance initiative that provides temporary financial support to eligible refugees and certain other humanitarian immigrants who are not yet eligible for mainstream cash aid programs.
-
E.
Temporary Assistance for Needy Families
Temporary Assistance for Needy Families is a U.S. federal assistance program that provides time-limited cash aid and work support services to low-income families with children.
- F. None of above. chosen
PD
Predicate disambiguation
gpt-5-mini-2025-08-07
Target predicate: hasLowIncomeSubsidy Context triple: [Medicare Part D, hasLowIncomeSubsidy, Extra Help program]
-
A.
hasLowIncomeSubsidyProgram
chosen
Indicates that an entity operates or offers a program providing financial assistance or subsidies specifically targeted at individuals or groups with low income.
-
B.
eligibilityAfterExpansion
Indicates that an entity becomes eligible for a benefit, status, or condition only after a specified expansion, change, or extension has taken place.
-
C.
hasLow
Indicates that an entity possesses a value, level, or amount of something that is below a defined or expected threshold.
-
D.
benefitCapApplies
Indicates that a limit or maximum cap on benefits is in effect for the relevant coverage, claim, or situation.
-
E.
isMeansTested
Indicates that access to or eligibility for something is determined based on an assessment of financial means or income.
- F. None of above.
Provenance (6 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_69c00834f6308190851b0abeddd8ed7e |
completed | March 22, 2026, 3:18 p.m. |
| NER | Named-entity recognition | batch_69c02acb12c081908e4beee4a957f9f9 |
completed | March 22, 2026, 5:45 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69c07e59c2d0819091101dea300e1d7e |
completed | March 22, 2026, 11:42 p.m. |
| NEDg | Description generation | batch_69c089b27f9c8190ab7973e85fbf13e9 |
completed | March 23, 2026, 12:30 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69c08a2dc2a08190a762c4373eeb1ddf |
completed | March 23, 2026, 12:32 a.m. |
| PD | Predicate disambiguation | batch_69c021ce8d3c81909b332cb1c33a61ad |
completed | March 22, 2026, 5:07 p.m. |
Created at: March 22, 2026, 3:49 p.m.