Triple
T16713934
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Public Law 111-152 |
E406174
|
entity |
| Predicate | relatedLegislation |
P3136
|
FINISHED |
| Object | Health Care and Education Reconciliation Act student loan provisions |
E90633
|
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: Health Care and Education Reconciliation Act student loan provisions | Statement: [Public Law 111-152, relatedLegislation, Health Care and Education Reconciliation Act student loan provisions]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Health Care and Education Reconciliation Act student loan provisions Context triple: [Public Law 111-152, relatedLegislation, Health Care and Education Reconciliation Act student loan provisions]
-
A.
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.
-
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.
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.
-
D.
Health Care and Education Reconciliation Act of 2010
chosen
The Health Care and Education Reconciliation Act of 2010 is a U.S. law that finalized and modified key provisions of the Affordable Care Act while also overhauling federal student loan programs.
-
E.
Higher Education Amendments of 1992
The Higher Education Amendments of 1992 were a major U.S. federal law package that overhauled student financial aid programs, strengthened consumer protections for students, and increased accountability for colleges and universities.
- 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_69d8838f242881908abd8bc138795886 |
completed | April 10, 2026, 4:58 a.m. |
| NER | Named-entity recognition | batch_69e38653cdd48190863e1cc989e21f39 |
completed | April 18, 2026, 1:25 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_6a0091a95180819099abd50dd153e229 |
completed | May 10, 2026, 2:09 p.m. |
Created at: April 10, 2026, 5:20 a.m.