Triple
T1331625
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Higher Education Act of 1965 |
E28654
|
entity |
| Predicate | amendedBy |
P1121
|
FINISHED |
| Object |
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.
|
E166165
|
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 1998 | Statement: [Higher Education Act of 1965, amendedBy, Higher Education Amendments of 1998]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Higher Education Amendments of 1998 Context triple: [Higher Education Act of 1965, amendedBy, Higher Education Amendments of 1998]
-
A.
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.
-
B.
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.
-
C.
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.
-
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 Opportunity Act of 2008
The Higher Education Opportunity Act of 2008 is a U.S. federal law that reauthorized and expanded higher education programs, focusing on college affordability, transparency, student loan reform, and consumer protections for students and families.
- 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 1998 Triple: [Higher Education Act of 1965, amendedBy, Higher Education Amendments of 1998]
Generated description
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.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Higher Education Amendments of 1998 Target entity description: 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.
-
A.
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.
-
B.
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.
-
C.
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.
-
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 Opportunity Act of 2008
The Higher Education Opportunity Act of 2008 is a U.S. federal law that reauthorized and expanded higher education programs, focusing on college affordability, transparency, student loan reform, and consumer protections for students and families.
- 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_69ad08a5b5fc81909b75f07b620447cd |
completed | March 8, 2026, 5:27 a.m. |
| NEDg | Description generation | batch_69ad09c5e774819085db9a3dd0fdf4ed |
completed | March 8, 2026, 5:31 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69ad0aa2a8008190aba7ae0d09619d82 |
completed | March 8, 2026, 5:35 a.m. |
Created at: March 1, 2026, 7:55 p.m.