Triple
T6167190
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Direct Consolidation Loan |
E137596
|
entity |
| Predicate | repaymentPlanEligibility |
P69173
|
FINISHED |
| Object |
Standard Repayment Plan
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.
|
E572502
|
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: [Direct Consolidation Loan, repaymentPlanEligibility, Standard Repayment Plan]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Standard Repayment Plan Context triple: [Direct Consolidation Loan, repaymentPlanEligibility, Standard Repayment Plan]
-
A.
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.
-
B.
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.
-
C.
Guaranteed Rate
Guaranteed Rate is a U.S.-based mortgage lending company known for providing home loans and related financial services nationwide.
-
D.
Direct Consolidation Loan
A Direct Consolidation Loan is a U.S. federal student loan that combines multiple eligible federal education loans into a single new loan with one servicer and a fixed interest rate.
-
E.
Basic Payment Scheme
The Basic Payment Scheme was the European Union’s main system of direct income support payments to farmers, providing subsidies linked to land area and basic environmental standards.
- 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: [Direct Consolidation Loan, repaymentPlanEligibility, Standard Repayment Plan]
Generated description
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.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Standard Repayment Plan Target entity description: 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.
-
A.
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.
-
B.
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.
-
C.
Guaranteed Rate
Guaranteed Rate is a U.S.-based mortgage lending company known for providing home loans and related financial services nationwide.
-
D.
Direct Consolidation Loan
A Direct Consolidation Loan is a U.S. federal student loan that combines multiple eligible federal education loans into a single new loan with one servicer and a fixed interest rate.
-
E.
Basic Payment Scheme
The Basic Payment Scheme was the European Union’s main system of direct income support payments to farmers, providing subsidies linked to land area and basic environmental standards.
- F. None of above. chosen
PD
Predicate disambiguation
gpt-5-mini-2025-08-07
Target predicate: repaymentPlanEligibility Context triple: [Direct Consolidation Loan, repaymentPlanEligibility, Standard Repayment Plan]
-
A.
eligibleBorrower
Indicates that an entity meets the required conditions to be allowed to borrow (e.g., money, items, or resources) under a given set of rules or policies.
-
B.
repaymentTrigger
Indicates that a specific event or condition causes a repayment obligation to become due or activated.
-
C.
repaymentOutcome
Indicates the result or status of a repayment action, such as whether it was completed, failed, or partially fulfilled.
-
D.
canPayFor
Indicates that one entity has the ability or sufficient resources to cover the cost or expense of another entity.
-
E.
positionEligible
Indicates that an entity is qualified or permitted to hold or be assigned to a particular position or role.
- F. None of above. chosen
Provenance (7 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_69c141a3ea6c81908847998960c9d0eb |
completed | March 23, 2026, 1:35 p.m. |
| NEDg | Description generation | batch_69c143d8090081909ec2759a7025bcfb |
completed | March 23, 2026, 1:44 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69c1444a09ac8190acfee8a878652d16 |
completed | March 23, 2026, 1:46 p.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.