Triple
T6657370
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Pub.L. 89–329 |
E151379
|
entity |
| Predicate | laterAmendedBy |
P1121
|
FINISHED |
| Object | Higher Education Opportunity Act of 2008 |
E151383
|
NE 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: Higher Education Opportunity Act of 2008 | Statement: [Pub.L. 89–329, laterAmendedBy, Higher Education Opportunity Act of 2008]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Higher Education Opportunity Act of 2008 Context triple: [Pub.L. 89–329, laterAmendedBy, Higher Education Opportunity Act of 2008]
-
A.
Higher Education Opportunity Act of 2008
chosen
The Higher Education Opportunity Act of 2008 is a U.S. federal law that reauthorized and expanded higher education programs, focusing on college affordability, transparency, student loan reform, and consumer protections for students and families.
-
B.
College Cost Reduction and Access Act
The College Cost Reduction and Access Act is a U.S. federal law that significantly expanded student financial aid and created income-based repayment options to make higher education more affordable.
-
C.
Student Aid and Fiscal Responsibility Act
The Student Aid and Fiscal Responsibility Act was a U.S. legislative proposal aimed at overhauling federal student loan programs by expanding direct lending, increasing funding for Pell Grants, and redirecting savings toward education and deficit reduction.
-
D.
Higher Education Amendments of 1998
The Higher Education Amendments of 1998 were a major U.S. federal law package that reauthorized and significantly revised higher education policy, including financial aid programs, accountability measures, and student loan regulations.
-
E.
Donahoe Higher Education Act
The Donahoe Higher Education Act is a landmark California law that restructured the state's public higher education system and established the modern governance framework for institutions including the California State University.
- F. None of above.
- G. Unsure - the case is ambiguous/there is not enough information to decide.
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_69c687f5fac48190a09e4838d9c6b45d |
completed | March 27, 2026, 1:36 p.m. |
| NER | Named-entity recognition | batch_69c6b06f3da88190b17649f44ee93fd1 |
completed | March 27, 2026, 4:29 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69c6ef028ccc8190a56395075c9aabf7 |
completed | March 27, 2026, 8:56 p.m. |
Created at: March 27, 2026, 2:01 p.m.