Triple
T1205050
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Federal Direct Student Loan Program |
E25868
|
entity |
| Predicate | hasRepaymentPlan |
P10988
|
FINISHED |
| Object |
Extended Repayment Plan
The Extended Repayment Plan is a federal student loan repayment option that lowers monthly payments by stretching repayment over a longer period, typically up to 25 years, for borrowers with higher loan balances.
|
E137597
|
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: Extended Repayment Plan | Statement: [Federal Direct Student Loan Program, hasRepaymentPlan, Extended Repayment Plan]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Extended Repayment Plan Context triple: [Federal Direct Student Loan Program, hasRepaymentPlan, Extended Repayment Plan]
-
A.
Affirm
Affirm is a U.S.-based financial technology company that provides buy now, pay later and installment loan services for consumers at the point of sale.
-
B.
Billing and Settlement Plan
The Billing and Settlement Plan is a global financial system used in the airline industry to streamline and centralize the selling, reporting, and remittance of airline tickets between travel agents and airlines.
-
C.
Special Enrollment Period
The Special Enrollment Period is a limited time window outside of initial or general enrollment when eligible individuals can sign up for Medicare Part B without facing a late enrollment penalty, typically triggered by specific life or coverage changes.
-
D.
Hold On Longer
"Hold On Longer" is a song by John Legend from his 2013 R&B/soul album *Love in the Future*.
-
E.
Guaranteed Rate
Guaranteed Rate is a U.S.-based mortgage lending company known for providing home loans and related financial services nationwide.
- 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: Extended Repayment Plan Triple: [Federal Direct Student Loan Program, hasRepaymentPlan, Extended Repayment Plan]
Generated description
The Extended Repayment Plan is a federal student loan repayment option that lowers monthly payments by stretching repayment over a longer period, typically up to 25 years, for borrowers with higher loan balances.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Extended Repayment Plan Target entity description: The Extended Repayment Plan is a federal student loan repayment option that lowers monthly payments by stretching repayment over a longer period, typically up to 25 years, for borrowers with higher loan balances.
-
A.
Affirm
Affirm is a U.S.-based financial technology company that provides buy now, pay later and installment loan services for consumers at the point of sale.
-
B.
Billing and Settlement Plan
The Billing and Settlement Plan is a global financial system used in the airline industry to streamline and centralize the selling, reporting, and remittance of airline tickets between travel agents and airlines.
-
C.
Special Enrollment Period
The Special Enrollment Period is a limited time window outside of initial or general enrollment when eligible individuals can sign up for Medicare Part B without facing a late enrollment penalty, typically triggered by specific life or coverage changes.
-
D.
Hold On Longer
"Hold On Longer" is a song by John Legend from his 2013 R&B/soul album *Love in the Future*.
-
E.
Guaranteed Rate
Guaranteed Rate is a U.S.-based mortgage lending company known for providing home loans and related financial services nationwide.
- 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_69a4942b30f08190a91c60573e16b5ef |
completed | March 1, 2026, 7:31 p.m. |
| NER | Named-entity recognition | batch_69a4bf15423481909cb3e661e58d3d94 |
completed | March 1, 2026, 10:35 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69ac7f3caed481908e9e4b6b9daa544d |
completed | March 7, 2026, 7:40 p.m. |
| NEDg | Description generation | batch_69ac7fa9c970819081c78963e136535e |
completed | March 7, 2026, 7:42 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69ac7ff8a6008190a07ce0631ca06109 |
completed | March 7, 2026, 7:43 p.m. |
Created at: March 1, 2026, 7:46 p.m.