Triple

T6245820
Position Surface form Disambiguated ID Type / Status
Subject Graduated Repayment Plan E139717 entity
Predicate comparedWith P278 FINISHED
Object Standard Repayment Plan E572502 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: Standard Repayment Plan | Statement: [Graduated Repayment Plan, comparedWith, Standard Repayment Plan]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Standard Repayment Plan
Context triple: [Graduated Repayment Plan, comparedWith, Standard Repayment Plan]
  • A. Standard Repayment Plan chosen
    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.
  • 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. 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. 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.
  • 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 (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_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_69c24406809c8190a827a52abce88ecc completed March 24, 2026, 7:57 a.m.
Created at: March 22, 2026, 4:23 p.m.