Triple

T7263306
Position Surface form Disambiguated ID Type / Status
Subject Higher Education Amendments of 1976 E159707 entity
Predicate relatedTo P37 FINISHED
Object Higher Education Amendments of 1980
The Higher Education Amendments of 1980 were U.S. federal legislation that reauthorized and revised major higher education programs, including student financial aid, under the Higher Education Act.
E659280 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 1980 | Statement: [Higher Education Amendments of 1976, relatedTo, Higher Education Amendments of 1980]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Higher Education Amendments of 1980
Context triple: [Higher Education Amendments of 1976, relatedTo, Higher Education Amendments of 1980]
  • 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 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.
  • D. 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.
  • 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: Higher Education Amendments of 1980
Triple: [Higher Education Amendments of 1976, relatedTo, Higher Education Amendments of 1980]
Generated description
The Higher Education Amendments of 1980 were U.S. federal legislation that reauthorized and revised major higher education programs, including student financial aid, under the Higher Education Act.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Higher Education Amendments of 1980
Target entity description: The Higher Education Amendments of 1980 were U.S. federal legislation that reauthorized and revised major higher education programs, including student financial aid, under the Higher Education Act.
  • 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 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.
  • D. 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.
  • 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_69c68838f9948190875fd60b2351230c completed March 27, 2026, 1:38 p.m.
NER Named-entity recognition batch_69c6eac9fab88190881ab9e1cd94cdc1 completed March 27, 2026, 8:38 p.m.
NED1 Entity disambiguation (via context triple) batch_69c7fa6ad54081908a0be2d1f7d6505e completed March 28, 2026, 3:57 p.m.
NEDg Description generation batch_69c7fcc2cc4c8190871287fdf4338ebd completed March 28, 2026, 4:07 p.m.
NED2 Entity disambiguation (via description) batch_69c7fd12d1f08190b0ae80fdc7e17cc5 completed March 28, 2026, 4:08 p.m.
Created at: March 27, 2026, 2:57 p.m.