Triple
T19758102
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Public Law 92-318 |
E474553
|
entity |
| Predicate | amends |
P1121
|
FINISHED |
| Object |
General Education Provisions Act
The General Education Provisions Act is a U.S. federal law that sets overarching administrative, fiscal, and accountability requirements for most federal education programs.
|
E1394582
|
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: General Education Provisions Act | Statement: [Public Law 92-318, amends, General Education Provisions Act]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: General Education Provisions Act Context triple: [Public Law 92-318, amends, General Education Provisions Act]
-
A.
Elementary and Secondary Education Act of 1965
The Elementary and Secondary Education Act of 1965 is a landmark U.S. federal law that greatly expanded federal funding and support for public K–12 education, particularly for disadvantaged students.
-
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.
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.
National Defense Education Act
The National Defense Education Act was a landmark 1958 U.S. law that massively expanded federal funding for science, mathematics, and foreign language education in response to Cold War pressures and the Soviet launch of Sputnik.
-
E.
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.
- 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: General Education Provisions Act Triple: [Public Law 92-318, amends, General Education Provisions Act]
Generated description
The General Education Provisions Act is a U.S. federal law that sets overarching administrative, fiscal, and accountability requirements for most federal education programs.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: General Education Provisions Act Target entity description: The General Education Provisions Act is a U.S. federal law that sets overarching administrative, fiscal, and accountability requirements for most federal education programs.
-
A.
Elementary and Secondary Education Act of 1965
The Elementary and Secondary Education Act of 1965 is a landmark U.S. federal law that greatly expanded federal funding and support for public K–12 education, particularly for disadvantaged students.
-
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.
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.
National Defense Education Act
The National Defense Education Act was a landmark 1958 U.S. law that massively expanded federal funding for science, mathematics, and foreign language education in response to Cold War pressures and the Soviet launch of Sputnik.
-
E.
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.
- 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_69d8e51940a0819087bd2996f98da668 |
completed | April 10, 2026, 11:55 a.m. |
| NER | Named-entity recognition | batch_69e6531d711c8190996fcf967c39c523 |
completed | April 20, 2026, 4:23 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_6a07bd69f9a481909c82253039af1ec1 |
completed | May 16, 2026, 12:42 a.m. |
| NEDg | Description generation | batch_6a07be1380608190b1efcd97a4bd0c15 |
completed | May 16, 2026, 12:45 a.m. |
| NED2 | Entity disambiguation (via description) | batch_6a07bfb095b08190a23710cf78a2b923 |
completed | May 16, 2026, 12:52 a.m. |
Created at: April 10, 2026, 1:48 p.m.