Triple

T23090432
Position Surface form Disambiguated ID Type / Status
Subject Federal Student Aid E575731 entity
Predicate legalBasis P125 FINISHED
Object Title IV of the Higher Education Act of 1965 — NE NERFINISHED

How this triple was built (3 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 IV of the Higher Education Act of 1965 | Statement: [Federal Student Aid, legalBasis, Title IV of the Higher Education Act of 1965]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Title IV of the Higher Education Act of 1965
Context triple: [Federal Student Aid, legalBasis, Title IV of the Higher Education Act of 1965]
  • A. 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).
  • 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. Title IV of the Elementary and Secondary Education Act
    Title IV of the Elementary and Secondary Education Act is a section of U.S. federal education law that funds and governs programs aimed at improving student support services, academic enrichment, and community-based educational initiatives.
  • D. 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.
  • E. 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.
  • F. None of above. chosen
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Title IV of the Higher Education Act of 1965
Target entity description: Title IV of the Higher Education Act of 1965 is the section of U.S. federal law that governs most federal student financial aid programs for postsecondary education, including grants, loans, and work-study.
  • A. 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).
  • B. Higher Education Act of 1965 chosen
    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. Title IV of the Elementary and Secondary Education Act
    Title IV of the Elementary and Secondary Education Act is a section of U.S. federal education law that funds and governs programs aimed at improving student support services, academic enrichment, and community-based educational initiatives.
  • D. 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.
  • E. 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.
  • F. None of above.

Provenance (2 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_69e245bf3e3c819086d3448720efc01b completed April 17, 2026, 2:37 p.m.
NER Named-entity recognition batch_69f18da99bec81908ecadf8dab10d1b7 completed April 29, 2026, 4:48 a.m.
Created at: April 17, 2026, 3:57 p.m.