Triple
T6167196
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Direct Consolidation Loan |
E137596
|
entity |
| Predicate | repaymentPlanEligibility |
P69173
|
FINISHED |
| Object |
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.
|
E572503
|
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: Income-Contingent Repayment Plan (ICR) | Statement: [Direct Consolidation Loan, repaymentPlanEligibility, Income-Contingent Repayment Plan (ICR)]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Income-Contingent Repayment Plan (ICR) Context triple: [Direct Consolidation Loan, repaymentPlanEligibility, Income-Contingent Repayment Plan (ICR)]
-
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.
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.
-
C.
Native American Direct Loan program
The Native American Direct Loan program is a U.S. Department of Veterans Affairs home loan benefit that provides direct mortgage loans to eligible Native American veterans for housing on federal trust land.
-
D.
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.
-
E.
Cross‑Servicing Program
The Cross‑Servicing Program is a federal debt collection initiative that centralizes and manages delinquent debts owed to U.S. government agencies to improve recovery and compliance.
- 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: Income-Contingent Repayment Plan (ICR) Triple: [Direct Consolidation Loan, repaymentPlanEligibility, Income-Contingent Repayment Plan (ICR)]
Generated description
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.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Income-Contingent Repayment Plan (ICR) Target entity description: 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.
-
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.
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.
-
C.
Native American Direct Loan program
The Native American Direct Loan program is a U.S. Department of Veterans Affairs home loan benefit that provides direct mortgage loans to eligible Native American veterans for housing on federal trust land.
-
D.
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.
-
E.
Cross‑Servicing Program
The Cross‑Servicing Program is a federal debt collection initiative that centralizes and manages delinquent debts owed to U.S. government agencies to improve recovery and compliance.
- 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_69c060fca4cc8190bf95231cd2a594c1 |
completed | March 22, 2026, 9:37 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. |
Created at: March 22, 2026, 4:17 p.m.