Triple

T6245798
Position Surface form Disambiguated ID Type / Status
Subject Graduated Repayment Plan E139717 entity
Predicate eligibilityIncludes P1393 FINISHED
Object Direct PLUS Loans for graduate or professional students E576952 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: Direct PLUS Loans for graduate or professional students | Statement: [Graduated Repayment Plan, eligibilityIncludes, Direct PLUS Loans for graduate or professional students]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Direct PLUS Loans for graduate or professional students
Context triple: [Graduated Repayment Plan, eligibilityIncludes, Direct PLUS Loans for graduate or professional students]
  • A. Graduate PLUS Loan chosen
    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.
  • B. Direct Unsubsidized Loan
    A Direct Unsubsidized Loan is a federal student loan that accrues interest from disbursement and is available to eligible undergraduate, graduate, and professional students regardless of financial need.
  • C. PLUS Loan
    A PLUS Loan is a federal student loan that allows graduate students and parents of dependent undergraduates to borrow funds to help pay for education costs not covered by other financial aid.
  • D. Subsidized Federal Stafford Loan
    A Subsidized Federal Stafford Loan is a need-based federal student loan for undergraduates where the government pays the interest while the borrower is in school at least half-time, during the grace period, and during authorized deferment.
  • E. Federal Direct Student Loan Program
    The Federal Direct Student Loan Program is a U.S. government initiative that provides low-interest loans directly to students and parents to help pay for higher education.
  • 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.