Triple

T23513894
Position Surface form Disambiguated ID Type / Status
Subject Income-Contingent Repayment Plan (ICR) E572503 entity
Predicate relationshipTo P37 FINISHED
Object Public Service Loan Forgiveness (PSLF) qualifying 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: Public Service Loan Forgiveness (PSLF) qualifying repayment plan | Statement: [Income-Contingent Repayment Plan (ICR), relationshipTo, Public Service Loan Forgiveness (PSLF) qualifying repayment plan]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Public Service Loan Forgiveness (PSLF) qualifying repayment plan
Context triple: [Income-Contingent Repayment Plan (ICR), relationshipTo, Public Service Loan Forgiveness (PSLF) qualifying repayment plan]
  • A. Public Service Loan Forgiveness chosen
    Public Service Loan Forgiveness is a U.S. federal program that forgives remaining federal student loan balances for borrowers who work in qualifying public service jobs and make a required number of income-based payments.
  • B. 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.
  • 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. 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.
  • E. Revised Pay As You Earn
    Revised Pay As You Earn (REPAYE) is a federal student loan repayment plan that bases monthly payments on a percentage of the borrower's discretionary income and offers loan forgiveness after a set number of qualifying years.
  • 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_69e245b5e4208190bac8a6509867e394 completed April 17, 2026, 2:37 p.m.
NER Named-entity recognition batch_69f1aa80174c819088c9c19fdcf2a133 completed April 29, 2026, 6:51 a.m.
Created at: April 17, 2026, 6:08 p.m.