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.