Triple
T23123117
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Graduate PLUS Loan |
E576952
|
entity |
| Predicate | fundsUseRequirement |
P93022
|
FINISHED |
| Object | must be used for educational expenses |
—
|
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: must be used for educational expenses | Statement: [Graduate PLUS Loan, fundsUseRequirement, must be used for educational expenses]
PD
Predicate disambiguation
gpt-5-mini-2025-08-07
Target predicate: fundsUseRequirement Context triple: [Graduate PLUS Loan, fundsUseRequirement, must be used for educational expenses]
-
A.
usedFund
Indicates that one entity expended or applied a particular fund or financial resource for some purpose.
-
B.
feeRequirement
Indicates that a payment or fee must be provided or satisfied as a condition for a particular action, service, or relationship to occur or remain valid.
-
C.
usageRequirement
chosen
Indicates the conditions or prerequisites that must be met for something to be used or applied.
-
D.
beneficiaryRequirement
Indicates that one entity has a requirement specifying who or what must be the beneficiary of a particular action, service, or resource.
-
E.
coFinancingRequirement
Indicates that an action, project, or agreement requires additional financial contribution from one or more other parties beyond the primary source of funding.
- 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_69e245f6c2e881909a228fdcfeb7c7d3 |
completed | April 17, 2026, 2:38 p.m. |
| NER | Named-entity recognition | batch_69f18e517a0481909829a73fdf255d1c |
completed | April 29, 2026, 4:51 a.m. |
| PD | Predicate disambiguation | batch_69ef89f020588190b43393e048e7eda3 |
completed | April 27, 2026, 4:08 p.m. |
Created at: April 17, 2026, 3:59 p.m.