Triple
T23123097
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Graduate PLUS Loan |
E576952
|
entity |
| Predicate | repaymentPlanEligibility |
P69173
|
FINISHED |
| Object | Saving on a Valuable Education (SAVE) 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 (SAVE) Plan | Statement: [Graduate PLUS Loan, repaymentPlanEligibility, Saving on a Valuable Education (SAVE) Plan]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Saving on a Valuable Education (SAVE) Plan Context triple: [Graduate PLUS Loan, repaymentPlanEligibility, Saving on a Valuable Education (SAVE) 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.
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.
-
C.
Illinois 529 college savings plans
Illinois 529 college savings plans are state-sponsored, tax-advantaged investment programs that help families save and pay for future education expenses.
-
D.
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.
-
E.
College Savings Bank
College Savings Bank was a New Jersey-based financial institution known for offering college savings products, particularly certificates of deposit designed to help families fund 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.