Triple
T5421878
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Education Service |
E121270
|
entity |
| Predicate | programTypeAdministered |
P2192
|
FINISHED |
| Object | Post-9/11 GI Bill |
E174208
|
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: Post-9/11 GI Bill | Statement: [Education Service, programTypeAdministered, Post-9/11 GI Bill]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Post-9/11 GI Bill Context triple: [Education Service, programTypeAdministered, Post-9/11 GI Bill]
-
A.
GI Bill
chosen
The GI Bill is a landmark U.S. law that provided returning World War II veterans with benefits such as tuition assistance, low-cost mortgages, and unemployment support, profoundly expanding access to higher education and homeownership.
-
B.
National Defense Education Act amendments
The National Defense Education Act amendments were legislative updates enacted to expand and refine the original NDEA’s federal support for education, particularly in science, mathematics, and foreign languages, during the Cold War era.
-
C.
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.
-
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.
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.
- 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_69bd463b58d88190b258261573de9e91 |
completed | March 20, 2026, 1:06 p.m. |
| NER | Named-entity recognition | batch_69bd87ec45c48190a8a25bf582b02440 |
completed | March 20, 2026, 5:46 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69bf3ab7f6b481908fead172fbdafe36 |
completed | March 22, 2026, 12:41 a.m. |
Created at: March 20, 2026, 2:06 p.m.