Triple
T23090414
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Federal Student Aid |
E575731
|
entity |
| Predicate | managesProgram |
P86
|
FINISHED |
| Object | Direct PLUS Loan |
—
|
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: Direct PLUS Loan | Statement: [Federal Student Aid, managesProgram, Direct PLUS Loan]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Direct PLUS Loan Context triple: [Federal Student Aid, managesProgram, Direct PLUS Loan]
-
A.
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.
-
B.
PLUS Loan
chosen
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.
-
C.
Graduate PLUS Loan
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.
-
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 Perkins Loan
A Federal Perkins Loan is a former U.S. federal student loan program that provided low-interest, campus-based loans to undergraduate and graduate students with exceptional financial need.
- 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_69e245bf3e3c819086d3448720efc01b |
completed | April 17, 2026, 2:37 p.m. |
| NER | Named-entity recognition | batch_69f18da99bec81908ecadf8dab10d1b7 |
completed | April 29, 2026, 4:48 a.m. |
Created at: April 17, 2026, 3:57 p.m.