Triple
T6245756
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Federal Family Education Loan Program |
E139716
|
entity |
| Predicate | reformedBy |
P1121
|
FINISHED |
| Object |
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.
|
E576953
|
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: Student Aid and Fiscal Responsibility Act | Statement: [Federal Family Education Loan Program, reformedBy, Student Aid and Fiscal Responsibility Act]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Student Aid and Fiscal Responsibility Act Context triple: [Federal Family Education Loan Program, reformedBy, Student Aid and Fiscal Responsibility Act]
-
A.
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.
-
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.
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.
Every Student Succeeds Act
The Every Student Succeeds Act is a U.S. federal education law enacted in 2015 that replaced No Child Left Behind and shifts significant accountability and decision-making authority from the federal government to states and local school districts.
- 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: Student Aid and Fiscal Responsibility Act Triple: [Federal Family Education Loan Program, reformedBy, Student Aid and Fiscal Responsibility Act]
Generated description
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.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Student Aid and Fiscal Responsibility Act Target entity description: 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.
-
A.
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.
-
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.
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.
Every Student Succeeds Act
The Every Student Succeeds Act is a U.S. federal education law enacted in 2015 that replaced No Child Left Behind and shifts significant accountability and decision-making authority from the federal government to states and local school districts.
- 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_69c008b1c5088190ae6de2555fc05ad8 |
completed | March 22, 2026, 3:20 p.m. |
| NER | Named-entity recognition | batch_69c0631d9e648190a59ab4001f506424 |
completed | March 22, 2026, 9:46 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69c20e15e7e48190b8a79178243b01f6 |
completed | March 24, 2026, 4:07 a.m. |
| NEDg | Description generation | batch_69c211a2fb3481909539519465fa5ce7 |
completed | March 24, 2026, 4:22 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69c211fdc42081908f5fb9e31ee08237 |
completed | March 24, 2026, 4:24 a.m. |
Created at: March 22, 2026, 4:23 p.m.