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.