Triple
T1331626
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Higher Education Act of 1965 |
E28654
|
entity |
| Predicate | amendedBy |
P1121
|
FINISHED |
| Object |
Higher Education Opportunity Act of 2008
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.
|
E151383
|
NE FINISHED |
How this triple was built (4 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: [Higher Education Act of 1965, amendedBy, 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: [Higher Education Act of 1965, amendedBy, Higher Education Opportunity Act of 2008]
-
A.
Higher Education Act of 1965
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.
Housing and Economic Recovery Act of 2008
The Housing and Economic Recovery Act of 2008 is a major U.S. federal law enacted in response to the subprime mortgage crisis to stabilize the housing market, reform mortgage finance regulation, and support distressed homeowners and communities.
-
C.
National Defense Education Act amendments
The National Defense Education Act amendments were legislative updates enacted to expand and refine the original NDEA’s federal support for education, particularly in science, mathematics, and foreign languages, during the Cold War era.
-
D.
Health Care and Education Reconciliation Act of 2010
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.
Comprehensive Employment and Training Act amendments
The Comprehensive Employment and Training Act amendments were legislative updates in the 1970s that expanded and refined federal job training and employment programs for unemployed and disadvantaged workers in the United States.
- F. None of above. chosen
- G. Unsure - the case is ambiguous/there is not enough information to decide.
NEDg
Description generation
gpt-5.1
Instruction
Generate a one-sentence description of the target entity. You are given a context triple in the form (subject, predicate, object), where the object is the target entity. # Instructions Use the triple to infer relevant information about the entity. Describe the entity based on what is most defining, well-known. Avoid repeating the information from the triple, unless really essential. # Response Format Return only the sentence: "Description: [one-sentence description of the target entity]"
Input
Entity: Higher Education Opportunity Act of 2008 Triple: [Higher Education Act of 1965, amendedBy, Higher Education Opportunity Act of 2008]
Generated description
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.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Higher Education Opportunity Act of 2008 Target entity description: 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.
-
A.
Higher Education Act of 1965
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.
Housing and Economic Recovery Act of 2008
The Housing and Economic Recovery Act of 2008 is a major U.S. federal law enacted in response to the subprime mortgage crisis to stabilize the housing market, reform mortgage finance regulation, and support distressed homeowners and communities.
-
C.
National Defense Education Act amendments
The National Defense Education Act amendments were legislative updates enacted to expand and refine the original NDEA’s federal support for education, particularly in science, mathematics, and foreign languages, during the Cold War era.
-
D.
Health Care and Education Reconciliation Act of 2010
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.
Comprehensive Employment and Training Act amendments
The Comprehensive Employment and Training Act amendments were legislative updates in the 1970s that expanded and refined federal job training and employment programs for unemployed and disadvantaged workers in the United States.
- F. None of above. chosen
Provenance (5 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_69a498561a508190a3e1bc137c2b866a |
completed | March 1, 2026, 7:49 p.m. |
| NER | Named-entity recognition | batch_69a4c1c5f86c819098e98b046968954a |
completed | March 1, 2026, 10:46 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69acbf3593748190be52da4a586d69a5 |
completed | March 8, 2026, 12:13 a.m. |
| NEDg | Description generation | batch_69acbfae49d88190988ba80e24e8cc62 |
completed | March 8, 2026, 12:15 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69acc08672908190b8f411d1378a890a |
completed | March 8, 2026, 12:19 a.m. |
Created at: March 1, 2026, 7:55 p.m.