Triple

T13857851
Position Surface form Disambiguated ID Type / Status
Subject College Cost Reduction and Access Act E333109 entity
Predicate createsProgram P178 FINISHED
Object Public Service Loan Forgiveness E1066962 NE FINISHED

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 | Statement: [College Cost Reduction and Access Act, createsProgram, Public Service Loan Forgiveness]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Public Service Loan Forgiveness
Context triple: [College Cost Reduction and Access Act, createsProgram, Public Service Loan Forgiveness]
  • 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-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.
  • D. Federal Family Education Loan Program
    The Federal Family Education Loan Program was a U.S. government-backed student loan system in which private lenders issued education loans that were guaranteed and subsidized by the federal government.
  • E. 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.
  • F. None of above.
  • G. Unsure - the case is ambiguous/there is not enough information to decide.

Provenance (3 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_69d81c5ba13c8190839315f54768acfd completed April 9, 2026, 9:38 p.m.
NER Named-entity recognition batch_69de02dc9f488190b7181dcb7e304632 completed April 14, 2026, 9:03 a.m.
NED1 Entity disambiguation (via context triple) batch_69f7c70a59e8819090b750699993a107 completed May 3, 2026, 10:07 p.m.
Created at: April 9, 2026, 10:14 p.m.