Triple

T23018898
Position Surface form Disambiguated ID Type / Status
Subject FIPSE E573108 entity
Predicate legalBasis P125 FINISHED
Object Title VII of the Higher Education Act
Title VII of the Higher Education Act is a section of U.S. federal law that authorizes and governs various innovative and improvement-focused higher education programs, including those funded through the Fund for the Improvement of Postsecondary Education (FIPSE).
E1568213 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: Title VII of the Higher Education Act | Statement: [FIPSE, legalBasis, Title VII of the Higher Education Act]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Title VII of the Higher Education Act
Context triple: [FIPSE, legalBasis, Title VII of the Higher Education Act]
  • A. Higher Education Amendments of 1972
    The Higher Education Amendments of 1972 are a major U.S. federal law that reshaped higher education policy, most notably by introducing Title IX’s landmark protections against sex discrimination in education programs receiving federal funds.
  • 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. 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 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. 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.
  • 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: Title VII of the Higher Education Act
Triple: [FIPSE, legalBasis, Title VII of the Higher Education Act]
Generated description
Title VII of the Higher Education Act is a section of U.S. federal law that authorizes and governs various innovative and improvement-focused higher education programs, including those funded through the Fund for the Improvement of Postsecondary Education (FIPSE).
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Title VII of the Higher Education Act
Target entity description: Title VII of the Higher Education Act is a section of U.S. federal law that authorizes and governs various innovative and improvement-focused higher education programs, including those funded through the Fund for the Improvement of Postsecondary Education (FIPSE).
  • A. Higher Education Amendments of 1972
    The Higher Education Amendments of 1972 are a major U.S. federal law that reshaped higher education policy, most notably by introducing Title IX’s landmark protections against sex discrimination in education programs receiving federal funds.
  • 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. 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 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. 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.
  • 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_69e245b764cc8190a51be76f1d9611e1 completed April 17, 2026, 2:37 p.m.
NER Named-entity recognition batch_69f183e777cc81908c0b0bfd9d5a717c completed April 29, 2026, 4:07 a.m.
NED1 Entity disambiguation (via context triple) batch_6a0c0accf39c8190b66c4b7d2b32dfb0 completed May 19, 2026, 7:01 a.m.
NEDg Description generation batch_6a0c0b9d0ad48190b0bd0c19876e6af2 completed May 19, 2026, 7:05 a.m.
NED2 Entity disambiguation (via description) batch_6a0c0d995ea081908dd9d09d6d63ddfe completed May 19, 2026, 7:13 a.m.
Created at: April 17, 2026, 3:52 p.m.