Triple
T23123108
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Graduate PLUS Loan |
E576952
|
entity |
| Predicate | hasLoanLimitType |
P25545
|
FINISHED |
| Object | no aggregate limit up to cost of attendance minus other aid |
—
|
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 aggregate limit up to cost of attendance minus other aid | Statement: [Graduate PLUS Loan, hasLoanLimitType, no aggregate limit up to cost of attendance minus other aid]
PD
Predicate disambiguation
gpt-5-mini-2025-08-07
Target predicate: hasLoanLimitType Context triple: [Graduate PLUS Loan, hasLoanLimitType, no aggregate limit up to cost of attendance minus other aid]
-
A.
loanLimitType
chosen
Indicates the category or rule that defines how a loan’s maximum allowable amount or terms are limited.
-
B.
hasMaximumBalanceLimit
Indicates that there is an upper bound on the balance that an account or entity is allowed to hold.
-
C.
isLimitOf
Indicates that one quantity, function, or sequence approaches a particular value as its input or index approaches some specified point or condition.
-
D.
guaranteeLimitBasis
Indicates the basis or criteria used to determine the limit of a guarantee in a contractual or financial context.
-
E.
hasLimitation
Indicates that an entity is subject to a constraint, restriction, or boundary that limits its scope, capability, or applicability.
- 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.