Triple
T1205048
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Federal Direct Student Loan Program |
E25868
|
entity |
| Predicate | hasRepaymentPlan |
P10988
|
FINISHED |
| Object |
Standard Repayment Plan
The Standard Repayment Plan is the default federal student loan repayment option that requires fixed monthly payments over a set term, typically 10 years, to fully pay off the loan.
|
E25868
|
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: Standard Repayment Plan | Statement: [Federal Direct Student Loan Program, hasRepaymentPlan, Standard Repayment Plan]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Standard Repayment Plan Context triple: [Federal Direct Student Loan Program, hasRepaymentPlan, Standard Repayment Plan]
-
A.
Guaranteed Rate
Guaranteed Rate is a U.S.-based mortgage lending company known for providing home loans and related financial services nationwide.
-
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.
Microloan Program
The Microloan Program is a U.S. Small Business Administration initiative that provides small, short-term loans to startups and small businesses that may not qualify for traditional financing.
-
D.
loanDepot
loanDepot is a U.S.-based nonbank mortgage lender that provides home purchase and refinancing loans through both online and retail channels.
-
E.
Federal Direct Student Loan Program
The Federal Direct Student Loan Program is a U.S. government initiative that provides low-interest loans directly to students and parents to help pay for higher education.
- 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: Standard Repayment Plan Triple: [Federal Direct Student Loan Program, hasRepaymentPlan, Standard Repayment Plan]
Generated description
The Standard Repayment Plan is the default federal student loan repayment option that requires fixed monthly payments over a set term, typically 10 years, to fully pay off the loan.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Standard Repayment Plan Target entity description: The Standard Repayment Plan is the default federal student loan repayment option that requires fixed monthly payments over a set term, typically 10 years, to fully pay off the loan.
-
A.
Guaranteed Rate
Guaranteed Rate is a U.S.-based mortgage lending company known for providing home loans and related financial services nationwide.
-
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.
Microloan Program
The Microloan Program is a U.S. Small Business Administration initiative that provides small, short-term loans to startups and small businesses that may not qualify for traditional financing.
-
D.
loanDepot
loanDepot is a U.S.-based nonbank mortgage lender that provides home purchase and refinancing loans through both online and retail channels.
-
E.
Federal Direct Student Loan Program
chosen
The Federal Direct Student Loan Program is a U.S. government initiative that provides low-interest loans directly to students and parents to help pay for higher education.
- F. None of above.
PD
Predicate disambiguation
gpt-5-mini-2025-08-07
Target predicate: hasRepaymentPlan Context triple: [Federal Direct Student Loan Program, hasRepaymentPlan, Standard Repayment Plan]
-
A.
hasPlan
chosen
Indicates that an entity possesses or is associated with a specific plan or course of action.
-
B.
repaymentTrigger
Indicates that a specific event or condition causes a repayment obligation to become due or activated.
-
C.
hasPaymentModel
Indicates that an entity uses, is associated with, or operates under a particular payment model or pricing scheme.
-
D.
creditSchedule
Indicates a planned or agreed-upon timetable for extending, using, or repaying credit between parties.
-
E.
isFinalInstallmentOf
Indicates that one work or item is the concluding or last part in a series, sequence, or collection of related works.
- 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_69a4942b30f08190a91c60573e16b5ef |
completed | March 1, 2026, 7:31 p.m. |
| NER | Named-entity recognition | batch_69a4bdc0f8d08190b340012a9eb26275 |
completed | March 1, 2026, 10:29 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. |
| PD | Predicate disambiguation | batch_69a4bb5ed2b88190aab992913957e1cf |
completed | March 1, 2026, 10:19 p.m. |
Created at: March 1, 2026, 7:46 p.m.