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.