Triple

T1331624
Position Surface form Disambiguated ID Type / Status
Subject Higher Education Act of 1965 E28654 entity
Predicate amendedBy P1121 FINISHED
Object 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.
E162963 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 Amendments of 1992 | Statement: [Higher Education Act of 1965, amendedBy, Higher Education Amendments of 1992]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Higher Education Amendments of 1992
Context triple: [Higher Education Act of 1965, amendedBy, Higher Education Amendments of 1992]
  • A. Higher Education Amendments of 1986
    The Higher Education Amendments of 1986 were a major U.S. federal law package that revised and expanded student financial aid programs, loan regulations, and other higher education policies to update and extend the provisions of the original Higher Education Act.
  • B. Higher Education Amendments of 1976
    The Higher Education Amendments of 1976 were a major U.S. federal law package that expanded and revised national higher education policy, including financial aid and institutional support programs, building on the framework established by the Higher Education Act of 1965.
  • C. Higher Education Amendments of 1968
    The Higher Education Amendments of 1968 were U.S. federal legislation that expanded and strengthened the Higher Education Act by increasing financial aid and support programs to improve college access and affordability.
  • D. 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.
  • E. Education Amendments of 1974
    The Education Amendments of 1974 are U.S. federal legislation that revised and expanded existing education laws to address issues such as funding, civil rights protections, and the administration of elementary and secondary education programs.
  • 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 Amendments of 1992
Triple: [Higher Education Act of 1965, amendedBy, Higher Education Amendments of 1992]
Generated description
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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Higher Education Amendments of 1992
Target entity description: 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.
  • A. Higher Education Amendments of 1986
    The Higher Education Amendments of 1986 were a major U.S. federal law package that revised and expanded student financial aid programs, loan regulations, and other higher education policies to update and extend the provisions of the original Higher Education Act.
  • B. Higher Education Amendments of 1976
    The Higher Education Amendments of 1976 were a major U.S. federal law package that expanded and revised national higher education policy, including financial aid and institutional support programs, building on the framework established by the Higher Education Act of 1965.
  • C. Higher Education Amendments of 1968
    The Higher Education Amendments of 1968 were U.S. federal legislation that expanded and strengthened the Higher Education Act by increasing financial aid and support programs to improve college access and affordability.
  • D. 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.
  • E. Education Amendments of 1974
    The Education Amendments of 1974 are U.S. federal legislation that revised and expanded existing education laws to address issues such as funding, civil rights protections, and the administration of elementary and secondary education programs.
  • 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_69ad014e33488190b50469c727b32639 completed March 8, 2026, 4:55 a.m.
NEDg Description generation batch_69ad0216e9988190beb96b9d85e2dfce completed March 8, 2026, 4:59 a.m.
NED2 Entity disambiguation (via description) batch_69ad026fc2cc81908fa03bfa6e17c391 completed March 8, 2026, 5 a.m.
Created at: March 1, 2026, 7:55 p.m.