Triple

T19758102
Position Surface form Disambiguated ID Type / Status
Subject Public Law 92-318 E474553 entity
Predicate amends P1121 FINISHED
Object General Education Provisions Act
The General Education Provisions Act is a U.S. federal law that sets overarching administrative, fiscal, and accountability requirements for most federal education programs.
E1394582 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: General Education Provisions Act | Statement: [Public Law 92-318, amends, General Education Provisions Act]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: General Education Provisions Act
Context triple: [Public Law 92-318, amends, General Education Provisions Act]
  • A. Elementary and Secondary Education Act of 1965
    The Elementary and Secondary Education Act of 1965 is a landmark U.S. federal law that greatly expanded federal funding and support for public K–12 education, particularly for disadvantaged students.
  • B. 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.
  • C. 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.
  • D. National Defense Education Act
    The National Defense Education Act was a landmark 1958 U.S. law that massively expanded federal funding for science, mathematics, and foreign language education in response to Cold War pressures and the Soviet launch of Sputnik.
  • 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. 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: General Education Provisions Act
Triple: [Public Law 92-318, amends, General Education Provisions Act]
Generated description
The General Education Provisions Act is a U.S. federal law that sets overarching administrative, fiscal, and accountability requirements for most federal education programs.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: General Education Provisions Act
Target entity description: The General Education Provisions Act is a U.S. federal law that sets overarching administrative, fiscal, and accountability requirements for most federal education programs.
  • A. Elementary and Secondary Education Act of 1965
    The Elementary and Secondary Education Act of 1965 is a landmark U.S. federal law that greatly expanded federal funding and support for public K–12 education, particularly for disadvantaged students.
  • B. 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.
  • C. 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.
  • D. National Defense Education Act
    The National Defense Education Act was a landmark 1958 U.S. law that massively expanded federal funding for science, mathematics, and foreign language education in response to Cold War pressures and the Soviet launch of Sputnik.
  • 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. 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_69d8e51940a0819087bd2996f98da668 completed April 10, 2026, 11:55 a.m.
NER Named-entity recognition batch_69e6531d711c8190996fcf967c39c523 completed April 20, 2026, 4:23 p.m.
NED1 Entity disambiguation (via context triple) batch_6a07bd69f9a481909c82253039af1ec1 completed May 16, 2026, 12:42 a.m.
NEDg Description generation batch_6a07be1380608190b1efcd97a4bd0c15 completed May 16, 2026, 12:45 a.m.
NED2 Entity disambiguation (via description) batch_6a07bfb095b08190a23710cf78a2b923 completed May 16, 2026, 12:52 a.m.
Created at: April 10, 2026, 1:48 p.m.