Triple
T6167225
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Extended Repayment Plan |
E137597
|
entity |
| Predicate | hasLowerMonthlyPaymentThan |
P69176
|
FINISHED |
| Object | Standard Repayment Plan |
E572502
|
NE FINISHED |
How this triple was built (3 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: [Extended Repayment Plan, hasLowerMonthlyPaymentThan, Standard Repayment Plan]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Standard Repayment Plan Context triple: [Extended Repayment Plan, hasLowerMonthlyPaymentThan, Standard Repayment Plan]
-
A.
Standard Repayment Plan
chosen
The Standard Repayment Plan is a federal student loan repayment option that requires fixed monthly payments over a set term, typically resulting in less interest paid over time compared with extended or income-driven plans.
-
B.
Graduated Repayment Plan
The Graduated Repayment Plan is a federal student loan repayment option where payments start low and increase at set intervals, typically every two years, to help borrowers whose income is expected to rise over time.
-
C.
Income-Contingent Repayment Plan (ICR)
The Income-Contingent Repayment Plan (ICR) is a federal student loan repayment option that bases monthly payments on a borrower’s income, family size, and loan balance, potentially extending the repayment term and offering forgiveness of any remaining balance after a set period.
-
D.
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.
-
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.
- G. Unsure - the case is ambiguous/there is not enough information to decide.
PD
Predicate disambiguation
gpt-5-mini-2025-08-07
Target predicate: hasLowerMonthlyPaymentThan Context triple: [Extended Repayment Plan, hasLowerMonthlyPaymentThan, Standard Repayment Plan]
-
A.
hasLowestFlowMonths
Indicates that the related months are those during which the flow (e.g., of water, traffic, or another quantity) reaches its minimum levels for the given entity or period.
-
B.
hasMainInstallment
Indicates that one entity is the primary or principal installment (e.g., main payment or main part of a series) associated with another entity.
-
C.
hasLessFinancialPowersThan
Indicates that one entity’s authority or capacity to make financial decisions or control financial resources is lower or more limited than that of another entity.
-
D.
isFinalInstallmentOf
Indicates that one work or item is the concluding or last part in a series, sequence, or collection of related works.
-
E.
hasMonth
Indicates that something is associated with, occurs in, or is assigned to a specific month.
- 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_69c008a68c508190a8d78245c865960e |
completed | March 22, 2026, 3:20 p.m. |
| NER | Named-entity recognition | batch_69c05d647ae48190a1db07b4f4a06e67 |
completed | March 22, 2026, 9:21 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69c20d7783988190a0f0c8b37abe7069 |
completed | March 24, 2026, 4:05 a.m. |
| PD | Predicate disambiguation | batch_69c055f5b81481908819515cdc334ae6 |
completed | March 22, 2026, 8:49 p.m. |
| PDg | Predicate description generation | batch_69c056df95ac8190bc5efe050d3af864 |
completed | March 22, 2026, 8:53 p.m. |
Created at: March 22, 2026, 4:17 p.m.