Triple

T6245824
Position Surface form Disambiguated ID Type / Status
Subject Graduated Repayment Plan E139717 entity
Predicate comparedWith P278 FINISHED
Object 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.
E576955 NE FINISHED

How this triple was built (4 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: Revised Pay As You Earn | Statement: [Graduated Repayment Plan, comparedWith, Revised Pay As You Earn]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Revised Pay As You Earn
Context triple: [Graduated Repayment Plan, comparedWith, Revised Pay As You Earn]
  • A. 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.
  • B. 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.
  • C. 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.
  • D. Supplemental Revenue Assistance Payments Program
    The Supplemental Revenue Assistance Payments Program is a U.S. federal farm support program that provides financial assistance to agricultural producers who suffer crop losses due to natural disasters.
  • E. Cross‑Servicing Program
    The Cross‑Servicing Program is a federal debt collection initiative that centralizes and manages delinquent debts owed to U.S. government agencies to improve recovery and compliance.
  • F. None of above. chosen
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
NEDg Description generation gpt-5.1
Instruction
Generate a one-sentence description of the target entity. 
You are given a context triple in the form (subject, predicate, object), where the object is the target entity. 
# Instructions
Use the triple to infer relevant information about the entity. Describe the entity based on what is most defining, well-known. 
Avoid repeating the information from the triple, unless really essential.
# Response Format
Return only the sentence: "Description: [one-sentence description of the target entity]"
Input
Entity: Revised Pay As You Earn
Triple: [Graduated Repayment Plan, comparedWith, Revised Pay As You Earn]
Generated description
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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Revised Pay As You Earn
Target entity description: 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.
  • A. 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.
  • B. 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.
  • C. 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.
  • D. Supplemental Revenue Assistance Payments Program
    The Supplemental Revenue Assistance Payments Program is a U.S. federal farm support program that provides financial assistance to agricultural producers who suffer crop losses due to natural disasters.
  • E. Cross‑Servicing Program
    The Cross‑Servicing Program is a federal debt collection initiative that centralizes and manages delinquent debts owed to U.S. government agencies to improve recovery and compliance.
  • F. None of above. chosen

Provenance (5 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_69c008b1c5088190ae6de2555fc05ad8 completed March 22, 2026, 3:20 p.m.
NER Named-entity recognition batch_69c0631d9e648190a59ab4001f506424 completed March 22, 2026, 9:46 p.m.
NED1 Entity disambiguation (via context triple) batch_69c20e15e7e48190b8a79178243b01f6 completed March 24, 2026, 4:07 a.m.
NEDg Description generation batch_69c211a2fb3481909539519465fa5ce7 completed March 24, 2026, 4:22 a.m.
NED2 Entity disambiguation (via description) batch_69c211fdc42081908f5fb9e31ee08237 completed March 24, 2026, 4:24 a.m.
Created at: March 22, 2026, 4:23 p.m.