Triple
T6657458
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Title III |
E151381
|
entity |
| Predicate | relatedTo |
P37
|
FINISHED |
| Object | Title V of the Higher Education Act |
E28654
|
NE FINISHED |
How this triple was built (2 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 V of the Higher Education Act | Statement: [Title III, relatedTo, Title V of the Higher Education Act]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Title V of the Higher Education Act Context triple: [Title III, relatedTo, Title V of the Higher Education Act]
-
A.
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.
-
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.
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.
Higher Education Amendments of 1998
The Higher Education Amendments of 1998 were a major U.S. federal law package that reauthorized and significantly revised higher education policy, including financial aid programs, accountability measures, and student loan regulations.
-
E.
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.
- F. None of above.
- G. Unsure - the case is ambiguous/there is not enough information to decide.
Provenance (3 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_69c687f5fac48190a09e4838d9c6b45d |
completed | March 27, 2026, 1:36 p.m. |
| NER | Named-entity recognition | batch_69c6b06f3da88190b17649f44ee93fd1 |
completed | March 27, 2026, 4:29 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69c6ef028ccc8190a56395075c9aabf7 |
completed | March 27, 2026, 8:56 p.m. |
Created at: March 27, 2026, 2:01 p.m.