Triple
T1519877
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | United States home front during World War II |
E32202
|
entity |
| Predicate | keyProgram |
P30089
|
FINISHED |
| Object |
GI Bill
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.
|
E174208
|
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: GI Bill | Statement: [United States home front during World War II, keyProgram, GI Bill]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: GI Bill Context triple: [United States home front during World War II, keyProgram, GI Bill]
-
A.
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.
-
B.
Vietnam Era Veterans’ Readjustment Assistance Act of 1974
The Vietnam Era Veterans’ Readjustment Assistance Act of 1974 is a U.S. federal law that requires certain government contractors to take affirmative action to employ and advance qualified veterans, particularly those who served during the Vietnam era.
-
C.
Selective Training and Service Act of 1940
The Selective Training and Service Act of 1940 was a U.S. federal law that established the first peacetime military draft in American history, creating the framework for conscription during World War II.
-
D.
Servicemembers Civil Relief Act
The Servicemembers Civil Relief Act is a U.S. federal law that provides legal and financial protections to active-duty military personnel, particularly in areas such as housing, loans, and civil judicial proceedings.
-
E.
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.
- 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: GI Bill Triple: [United States home front during World War II, keyProgram, GI Bill]
Generated description
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.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: GI Bill Target entity description: 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.
-
A.
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.
-
B.
Vietnam Era Veterans’ Readjustment Assistance Act of 1974
The Vietnam Era Veterans’ Readjustment Assistance Act of 1974 is a U.S. federal law that requires certain government contractors to take affirmative action to employ and advance qualified veterans, particularly those who served during the Vietnam era.
-
C.
Selective Training and Service Act of 1940
The Selective Training and Service Act of 1940 was a U.S. federal law that established the first peacetime military draft in American history, creating the framework for conscription during World War II.
-
D.
Servicemembers Civil Relief Act
The Servicemembers Civil Relief Act is a U.S. federal law that provides legal and financial protections to active-duty military personnel, particularly in areas such as housing, loans, and civil judicial proceedings.
-
E.
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.
- 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_69a885e9b0ac819093a9806ad0efc82c |
completed | March 4, 2026, 7:20 p.m. |
| NER | Named-entity recognition | batch_69aa61dc6ab881908b22aa7a5295bf21 |
completed | March 6, 2026, 5:10 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69ad294d01c48190bb2f49ad4f1b0a1a |
completed | March 8, 2026, 7:46 a.m. |
| NEDg | Description generation | batch_69ad2a275938819090db4d9ac7274a4d |
completed | March 8, 2026, 7:49 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69ad2a9e50888190bab83785f11135ea |
completed | March 8, 2026, 7:51 a.m. |
Created at: March 4, 2026, 7:26 p.m.