Triple

T23123282
Position Surface form Disambiguated ID Type / Status
Subject Saving on a Valuable Education (SAVE) Plan E576956 entity
Predicate fullName P16 FINISHED
Object Saving on a Valuable Education Plan — NE NERFINISHED

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: Saving on a Valuable Education Plan | Statement: [Saving on a Valuable Education (SAVE) Plan, fullName, Saving on a Valuable Education Plan]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Saving on a Valuable Education Plan
Context triple: [Saving on a Valuable Education (SAVE) Plan, fullName, Saving on a Valuable Education Plan]
  • A. Saving on a Valuable Education (SAVE) Plan chosen
    The Saving on a Valuable Education (SAVE) Plan is a U.S. federal income-driven student loan repayment program that bases monthly payments on a borrower’s income and family size and offers eventual loan forgiveness after a set number of qualifying years.
  • B. Keeping College Affordable
    "Keeping College Affordable" is a book by economist and higher-education scholar Michael S. McPherson that analyzes the rising costs of college and explores policies to maintain access and affordability for students.
  • C. Nevada’s 529 college savings plans
    Nevada’s 529 college savings plans are tax-advantaged investment programs that allow families to save and grow funds for future higher education expenses.
  • D. American Opportunity Tax Credit (with modifications over time)
    The American Opportunity Tax Credit is a partially refundable federal income tax credit that helps offset qualified higher education expenses for eligible students during their first four years of postsecondary study.
  • E. Oregon 529 college savings programs
    Oregon 529 college savings programs are state-sponsored, tax-advantaged investment plans that help families save and grow funds for future higher education expenses.
  • F. None of above.
  • G. Unsure - the case is ambiguous/there is not enough information to decide.

Provenance (2 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_69e245f6c2e881909a228fdcfeb7c7d3 completed April 17, 2026, 2:38 p.m.
NER Named-entity recognition batch_69f18e517a0481909829a73fdf255d1c completed April 29, 2026, 4:51 a.m.
Created at: April 17, 2026, 3:59 p.m.