Triple
T23513766
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Direct Unsubsidized Loan |
E572500
|
entity |
| Predicate | isNot |
P4300
|
FINISHED |
| Object | Direct Subsidized 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 Subsidized Loan | Statement: [Direct Unsubsidized Loan, isNot, Direct Subsidized Loan]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Direct Subsidized Loan Context triple: [Direct Unsubsidized Loan, isNot, Direct Subsidized Loan]
-
A.
Subsidized Federal Stafford Loan
chosen
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.
-
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.
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.
-
D.
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.
-
E.
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.
- 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_69e245b5e4208190bac8a6509867e394 |
completed | April 17, 2026, 2:37 p.m. |
| NER | Named-entity recognition | batch_69f1aa80174c819088c9c19fdcf2a133 |
completed | April 29, 2026, 6:51 a.m. |
Created at: April 17, 2026, 6:08 p.m.