Triple
T23104214
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Subsidized Federal Stafford Loan |
E576117
|
entity |
| Predicate | regulatedBy |
P86
|
FINISHED |
| Object | Higher Education Act of 1965 |
—
|
NE NERFINISHED |
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: Higher Education Act of 1965 | Statement: [Subsidized Federal Stafford Loan, regulatedBy, Higher Education Act of 1965]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Higher Education Act of 1965 Context triple: [Subsidized Federal Stafford Loan, regulatedBy, Higher Education Act of 1965]
-
A.
Higher Education Act of 1965
chosen
The Higher Education Act of 1965 is a landmark U.S. federal law that expanded access to college through financial aid programs such as grants, loans, and work-study, forming a core part of President Lyndon B. Johnson’s education reforms.
-
B.
Higher Education Amendments of 1968
The Higher Education Amendments of 1968 were U.S. federal legislation that expanded and strengthened the Higher Education Act by increasing financial aid and support programs to improve college access and affordability.
-
C.
Higher Education Amendments of 1972
The Higher Education Amendments of 1972 are a major U.S. federal law that reshaped higher education policy, most notably by introducing Title IX’s landmark protections against sex discrimination in education programs receiving federal funds.
-
D.
Higher Education Amendments of 1976
The Higher Education Amendments of 1976 were a major U.S. federal law package that expanded and revised national higher education policy, including financial aid and institutional support programs, building on the framework established by the Higher Education Act of 1965.
-
E.
Higher Education Amendments of 1980
The Higher Education Amendments of 1980 were U.S. federal legislation that reauthorized and revised major higher education programs, including student financial aid, under the Higher Education Act.
- F. None of above.
- G. Unsure - the case is ambiguous/there is not enough information to decide.
Provenance (2 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. |
Created at: April 17, 2026, 3:58 p.m.