Triple
T23193834
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | FFELP |
E579820
|
entity |
| Predicate | loanCategory |
P9377
|
FINISHED |
| Object | Stafford Loans |
—
|
NE NERFINISHED |
How this triple was built (3 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: Stafford Loans | Statement: [FFELP, loanCategory, Stafford Loans]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Stafford Loans Context triple: [FFELP, loanCategory, Stafford Loans]
-
A.
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.
-
B.
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.
-
C.
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.
-
D.
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.
-
E.
Federal Family Education Loan Program
chosen
The Federal Family Education Loan Program was a U.S. government-backed student loan system in which private lenders issued education loans that were guaranteed and subsidized by the federal government.
- F. None of above.
- G. Unsure - the case is ambiguous/there is not enough information to decide.
PD
Predicate disambiguation
gpt-5-mini-2025-08-07
Target predicate: loanCategory Context triple: [FFELP, loanCategory, Stafford Loans]
-
A.
loanType
chosen
Indicates the specific category or kind of loan associated with an entity or transaction.
-
B.
typicalLoanPurpose
Indicates the usual or intended purpose for which a loan is taken or used.
-
C.
lenderType
Indicates the classification or category of the lender involved in a lending relationship (e.g., bank, individual, institution).
-
D.
collateralType
Indicates the kind or category of collateral associated with an obligation, agreement, or financial exposure.
-
E.
loanSource
Indicates that one entity is the origin or provider of a loan extended to another entity.
- F. None of above.
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_69e24600eed08190bd7e5295653a1503 |
completed | April 17, 2026, 2:38 p.m. |
| NER | Named-entity recognition | batch_69f18fd971d08190a132d24094e0c37b |
completed | April 29, 2026, 4:58 a.m. |
| PD | Predicate disambiguation | batch_69ef8a041c0081909afb670d17a5aaba |
completed | April 27, 2026, 4:08 p.m. |
Created at: April 17, 2026, 4:06 p.m.