Triple
T5957328
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | 78th United States Congress |
E132548
|
entity |
| Predicate | enacted |
P6890
|
FINISHED |
| Object |
Servicemen’s Readjustment Act of 1944
The Servicemen’s Readjustment Act of 1944, commonly known as the GI Bill, was landmark U.S. legislation that provided World War II veterans with benefits such as education funding, low-cost mortgages, and unemployment compensation, profoundly reshaping American society and the postwar economy.
|
E558587
|
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: Servicemen’s Readjustment Act of 1944 | Statement: [78th United States Congress, enacted, Servicemen’s Readjustment Act of 1944]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Servicemen’s Readjustment Act of 1944 Context triple: [78th United States Congress, enacted, Servicemen’s Readjustment Act of 1944]
-
A.
Universal Military Training and Service Act of 1951
The Universal Military Training and Service Act of 1951 was a U.S. federal law that expanded and extended peacetime conscription during the early Cold War, strengthening the nation’s draft system and military manpower.
-
B.
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.
-
C.
Employment Act of 1946
The Employment Act of 1946 is a landmark U.S. federal law that established the government's responsibility to promote maximum employment, production, and purchasing power, laying the foundation for modern macroeconomic policy and creating the Council of Economic Advisers.
-
D.
Armed Forces Reserve Act of 1952
The Armed Forces Reserve Act of 1952 is a U.S. federal law that reorganized and standardized the structure, administration, and obligations of the nation’s military reserve components during the early Cold War era.
-
E.
Defense Production Act of 1950
The Defense Production Act of 1950 is a U.S. federal law that grants the president broad authority to direct industrial production and prioritize contracts for national defense and emergency preparedness.
- 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: Servicemen’s Readjustment Act of 1944 Triple: [78th United States Congress, enacted, Servicemen’s Readjustment Act of 1944]
Generated description
The Servicemen’s Readjustment Act of 1944, commonly known as the GI Bill, was landmark U.S. legislation that provided World War II veterans with benefits such as education funding, low-cost mortgages, and unemployment compensation, profoundly reshaping American society and the postwar economy.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Servicemen’s Readjustment Act of 1944 Target entity description: The Servicemen’s Readjustment Act of 1944, commonly known as the GI Bill, was landmark U.S. legislation that provided World War II veterans with benefits such as education funding, low-cost mortgages, and unemployment compensation, profoundly reshaping American society and the postwar economy.
-
A.
Universal Military Training and Service Act of 1951
The Universal Military Training and Service Act of 1951 was a U.S. federal law that expanded and extended peacetime conscription during the early Cold War, strengthening the nation’s draft system and military manpower.
-
B.
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.
-
C.
Employment Act of 1946
The Employment Act of 1946 is a landmark U.S. federal law that established the government's responsibility to promote maximum employment, production, and purchasing power, laying the foundation for modern macroeconomic policy and creating the Council of Economic Advisers.
-
D.
Armed Forces Reserve Act of 1952
The Armed Forces Reserve Act of 1952 is a U.S. federal law that reorganized and standardized the structure, administration, and obligations of the nation’s military reserve components during the early Cold War era.
-
E.
Defense Production Act of 1950
The Defense Production Act of 1950 is a U.S. federal law that grants the president broad authority to direct industrial production and prioritize contracts for national defense and emergency preparedness.
- 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_69c0086b05cc8190a8f36a96927a525c |
completed | March 22, 2026, 3:19 p.m. |
| NER | Named-entity recognition | batch_69c039c34ca881909a219eddf99348ab |
completed | March 22, 2026, 6:49 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69c0e3dd99888190ac3eeef692a7d879 |
completed | March 23, 2026, 6:55 a.m. |
| NEDg | Description generation | batch_69c0ed9c53d4819082c661cdd2d26612 |
completed | March 23, 2026, 7:37 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69c0ee2ffbc88190a256b5cb8a98f382 |
completed | March 23, 2026, 7:39 a.m. |
Created at: March 22, 2026, 4:02 p.m.