Triple

T23123060
Position Surface form Disambiguated ID Type / Status
Subject PLUS Loan E576951 entity
Predicate eligibleFor P84 FINISHED
Object Public Service Loan Forgiveness (if otherwise qualifying) — 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 (if otherwise qualifying) | Statement: [PLUS Loan, eligibleFor, Public Service Loan Forgiveness (if otherwise qualifying)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Public Service Loan Forgiveness (if otherwise qualifying)
Context triple: [PLUS Loan, eligibleFor, Public Service Loan Forgiveness (if otherwise qualifying)]
  • 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. 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.
  • C. 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.
  • D. Graduate PLUS Loan
    The Graduate PLUS Loan is a federal student loan that allows graduate and professional students to borrow funds to cover education costs not met by other financial aid, typically requiring a credit check and offering flexible repayment options.
  • E. 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.
  • 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_69e245f6c2e881909a228fdcfeb7c7d3 completed April 17, 2026, 2:38 p.m.
NER Named-entity recognition batch_69f18e517a0481909829a73fdf255d1c completed April 29, 2026, 4:51 a.m.
Created at: April 17, 2026, 3:59 p.m.