Triple

T23104233
Position Surface form Disambiguated ID Type / Status
Subject Subsidized Federal Stafford Loan E576117 entity
Predicate repaymentPlanOptions P150931 FINISHED
Object Graduated Repayment Plan — NE NERFINISHED

How this triple was built (2 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: Graduated Repayment Plan | Statement: [Subsidized Federal Stafford Loan, repaymentPlanOptions, Graduated Repayment Plan]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Graduated Repayment Plan
Context triple: [Subsidized Federal Stafford Loan, repaymentPlanOptions, Graduated Repayment Plan]
  • A. Graduated Repayment Plan chosen
    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. 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.
  • 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. Pay As You Earn
    Pay As You Earn is a U.S. federal student loan repayment plan that caps monthly payments at a percentage of discretionary income and offers potential loan forgiveness after a set period.
  • E. Income-Based Repayment
    Income-Based Repayment is a U.S. federal student loan repayment plan that caps monthly payments based on a borrower’s income and family size, often with the possibility of loan forgiveness after a set period.
  • F. None of above.
  • G. Unsure - the case is ambiguous/there is not enough information to decide.

Provenance (2 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_69e245f4af548190898d434a64a1e774 completed April 17, 2026, 2:38 p.m.
NER Named-entity recognition batch_69f18deb702c819099f2e2141706f00e completed April 29, 2026, 4:49 a.m.
Created at: April 17, 2026, 3:58 p.m.