Triple
T23104243
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Subsidized Federal Stafford Loan |
E576117
|
entity |
| Predicate | cosignerRequirement |
P5042
|
FINISHED |
| Object | no cosigner generally required |
—
|
LITERAL FINISHED |
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: no cosigner generally required | Statement: [Subsidized Federal Stafford Loan, cosignerRequirement, no cosigner generally required]
PD
Predicate disambiguation
gpt-5-mini-2025-08-07
Target predicate: cosignerRequirement Context triple: [Subsidized Federal Stafford Loan, cosignerRequirement, no cosigner generally required]
-
A.
borrowerRequirement
Indicates that certain conditions or qualifications must be met by a borrower in order to be eligible for a loan or credit arrangement.
-
B.
typicalCreditRequirement
Indicates the usual or standard amount of credit that is generally required or expected in a given context.
-
C.
co-signer
chosen
Indicates that one entity agrees to share legal and financial responsibility for another entity’s obligation, such as a loan or contract.
-
D.
creditRequired
Indicates that a certain amount or type of credit must be obtained or possessed as a prerequisite for something (such as access, participation, or completion).
-
E.
collateralRequired
Indicates that a party must provide collateral as a condition or security for an obligation, transaction, or agreement.
- 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_69e245f4af548190898d434a64a1e774 |
completed | April 17, 2026, 2:38 p.m. |
| NER | Named-entity recognition | batch_69f18deb702c819099f2e2141706f00e |
completed | April 29, 2026, 4:49 a.m. |
| PD | Predicate disambiguation | batch_69ef89f020588190b43393e048e7eda3 |
completed | April 27, 2026, 4:08 p.m. |
Created at: April 17, 2026, 3:58 p.m.