Triple
T1331621
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Higher Education Act of 1965 |
E28654
|
entity |
| Predicate | amendedBy |
P1121
|
FINISHED |
| Object |
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.
|
E159707
|
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 1976 | Statement: [Higher Education Act of 1965, amendedBy, Higher Education Amendments of 1976]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Higher Education Amendments of 1976 Context triple: [Higher Education Act of 1965, amendedBy, Higher Education Amendments of 1976]
-
A.
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.
-
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.
Education Amendments of 1972
The Education Amendments of 1972 is a U.S. federal law package best known for introducing Title IX, which prohibits sex-based discrimination in federally funded education programs and activities.
-
D.
Education Amendments of 1967
The Education Amendments of 1967 were U.S. federal legislative changes that expanded and refined federal support and funding mechanisms for public elementary and secondary education programs.
-
E.
Education Amendments of 1968
The Education Amendments of 1968 were U.S. federal legislation that expanded and refined federal support for public schools, including increased aid for disadvantaged students and new programs targeting bilingual education and educational innovation.
- 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 1976 Triple: [Higher Education Act of 1965, amendedBy, Higher Education Amendments of 1976]
Generated description
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.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Higher Education Amendments of 1976 Target entity description: 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.
-
A.
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.
-
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.
Education Amendments of 1972
The Education Amendments of 1972 is a U.S. federal law package best known for introducing Title IX, which prohibits sex-based discrimination in federally funded education programs and activities.
-
D.
Education Amendments of 1967
The Education Amendments of 1967 were U.S. federal legislative changes that expanded and refined federal support and funding mechanisms for public elementary and secondary education programs.
-
E.
Education Amendments of 1968
The Education Amendments of 1968 were U.S. federal legislation that expanded and refined federal support for public schools, including increased aid for disadvantaged students and new programs targeting bilingual education and educational innovation.
- 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_69acde12d0dc81908a09c0221b8db3f6 |
completed | March 8, 2026, 2:25 a.m. |
| NEDg | Description generation | batch_69acde7990b4819082a1bcb50215d4f1 |
completed | March 8, 2026, 2:27 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69acdee2d71481908a735d5685693ca8 |
completed | March 8, 2026, 2:28 a.m. |
Created at: March 1, 2026, 7:55 p.m.