Triple
T23123223
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Revised Pay As You Earn |
E576955
|
entity |
| Predicate | excludesEligibilityFor |
P34541
|
FINISHED |
| Object | Parent PLUS 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: Parent PLUS Loans | Statement: [Revised Pay As You Earn, excludesEligibilityFor, Parent PLUS Loans]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Parent PLUS Loans Context triple: [Revised Pay As You Earn, excludesEligibilityFor, Parent PLUS Loans]
-
A.
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.
-
B.
PLUS Loan
chosen
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.
-
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.
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.
Federal Family Education Loan Program
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: excludesEligibilityFor Context triple: [Revised Pay As You Earn, excludesEligibilityFor, Parent PLUS Loans]
-
A.
nonEligibility
Indicates that an entity does not meet the required conditions or criteria to qualify for a specified status, benefit, or action.
-
B.
excludedFrom
chosen
Indicates that one entity is deliberately not included within the scope, membership, or applicability of another entity or set.
-
C.
excludesAward
Indicates that one entity explicitly omits or disqualifies another entity from receiving a particular award.
-
D.
providesExemptionsTo
Indicates that one entity grants or offers exemptions, waivers, or exceptions from rules, obligations, or requirements to another entity.
-
E.
eligibility
Indicates that an entity meets the required conditions or qualifications to participate in, receive, or perform something.
- 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.