Triple

T23123166
Position Surface form Disambiguated ID Type / Status
Subject Pay As You Earn E576954 entity
Predicate instanceOf P0 FINISHED
Object U.S. federal student loan repayment plan C20044 CONCEPT FINISHED

How this triple was built (1 step)

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.

CD Concept disambiguation gpt-5-mini-2025-08-07
Target class: U.S. federal student loan repayment plan
Context triple: [Pay As You Earn, instanceOf, U.S. federal student loan repayment plan]
  • A. United States Department of Education repayment option chosen
    A United States Department of Education repayment option is a structured plan that defines how a federal student loan borrower’s payments are calculated, scheduled, and managed under federal regulations.
  • B. U.S. Treasury debt collection program
    A U.S. Treasury debt collection program is a federal initiative that centralizes and enforces the collection of delinquent debts owed to government agencies through tools such as offsets, payment arrangements, and legal actions.
  • C. student loan servicer
    A student loan servicer is an organization that manages student loan accounts on behalf of lenders or the government, handling billing, payment processing, customer support, and repayment options for borrowers.
  • D. TRIO program
    A TRIO program is a federally funded U.S. initiative that provides academic support, counseling, and resources to help low-income, first-generation, and disabled students access and succeed in postsecondary education.
  • E. loan repayment option
    A loan repayment option is a specific set of terms and structures that define how a borrower will repay a loan over time, including payment amounts, frequency, duration, and any flexibility or conditions.
  • F. None of above.

Provenance (1 batch)

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.
Created at: April 17, 2026, 3:59 p.m.