Triple

T4510638
Position Surface form Disambiguated ID Type / Status
Subject Maxwell R. Thurman E102043 entity
Predicate notableWork P4 FINISHED
Object Development of modern U.S. Army personnel policies
Development of modern U.S. Army personnel policies is a body of work that reshaped how the U.S. Army recruits, manages, and develops its soldiers and officers in the contemporary era.
E230831 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: Development of modern U.S. Army personnel policies | Statement: [Maxwell R. Thurman, notableWork, Development of modern U.S. Army personnel policies]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Development of modern U.S. Army personnel policies
Context triple: [Maxwell R. Thurman, notableWork, Development of modern U.S. Army personnel policies]
  • A. Root reforms of the U.S. Army
    Root reforms of the U.S. Army were a series of early 20th-century organizational and administrative changes that modernized the U.S. Army into a more professional, centralized, and efficient military force.
  • B. Employer Support of the Guard and Reserve
    Employer Support of the Guard and Reserve is a U.S. Department of Defense program that promotes cooperation and understanding between Reserve Component service members and their civilian employers while advocating for service members’ employment rights.
  • C. Total Force policy of the United States Marine Corps
    The Total Force policy of the United States Marine Corps is an organizational doctrine that fully integrates active-duty, Reserve, and civilian components into a single, cohesive force for planning, training, and operational employment.
  • D. “Protecting Soldiers and Mothers: The Political Origins of Social Policy in the United States”
    “Protecting Soldiers and Mothers: The Political Origins of Social Policy in the United States” is a landmark historical and political analysis by Theda Skocpol that explains how military pensions and maternalist reforms shaped the early development of the American welfare state.
  • E. Marine Corps infantry training pipeline
    The Marine Corps infantry training pipeline is the structured sequence of courses and field exercises that transforms new Marines into combat-ready infantry through intensive weapons, tactics, and fieldcraft instruction.
  • 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: Development of modern U.S. Army personnel policies
Triple: [Maxwell R. Thurman, notableWork, Development of modern U.S. Army personnel policies]
Generated description
Development of modern U.S. Army personnel policies is a body of work that reshaped how the U.S. Army recruits, manages, and develops its soldiers and officers in the contemporary era.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Development of modern U.S. Army personnel policies
Target entity description: Development of modern U.S. Army personnel policies is a body of work that reshaped how the U.S. Army recruits, manages, and develops its soldiers and officers in the contemporary era.
  • A. Root reforms of the U.S. Army chosen
    Root reforms of the U.S. Army were a series of early 20th-century organizational and administrative changes that modernized the U.S. Army into a more professional, centralized, and efficient military force.
  • B. Employer Support of the Guard and Reserve
    Employer Support of the Guard and Reserve is a U.S. Department of Defense program that promotes cooperation and understanding between Reserve Component service members and their civilian employers while advocating for service members’ employment rights.
  • C. Total Force policy of the United States Marine Corps
    The Total Force policy of the United States Marine Corps is an organizational doctrine that fully integrates active-duty, Reserve, and civilian components into a single, cohesive force for planning, training, and operational employment.
  • D. “Protecting Soldiers and Mothers: The Political Origins of Social Policy in the United States”
    “Protecting Soldiers and Mothers: The Political Origins of Social Policy in the United States” is a landmark historical and political analysis by Theda Skocpol that explains how military pensions and maternalist reforms shaped the early development of the American welfare state.
  • E. Marine Corps infantry training pipeline
    The Marine Corps infantry training pipeline is the structured sequence of courses and field exercises that transforms new Marines into combat-ready infantry through intensive weapons, tactics, and fieldcraft instruction.
  • F. None of above.

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_69bd43d6251c81909deecce3e6e9d69c completed March 20, 2026, 12:55 p.m.
NER Named-entity recognition batch_69bd5712b9308190876c117b50d12635 completed March 20, 2026, 2:17 p.m.
NED1 Entity disambiguation (via context triple) batch_69bd7f814dd081908b07ce0c2abee3c1 completed March 20, 2026, 5:10 p.m.
NEDg Description generation batch_69bd84bae7148190ae201ea5257dd43e completed March 20, 2026, 5:32 p.m.
NED2 Entity disambiguation (via description) batch_69bd857181e4819086b7d0b493fbb9a3 completed March 20, 2026, 5:35 p.m.
Created at: March 20, 2026, 1:01 p.m.