Triple

T1951013
Position Surface form Disambiguated ID Type / Status
Subject U.S. Army John F. Kennedy Special Warfare Center and School E42155 entity
Predicate component P35 FINISHED
Object Psychological Operations School
The Psychological Operations School is a U.S. Army institution that trains and educates soldiers in influence, information, and psychological warfare operations to support special operations and strategic communication objectives.
E42155 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: Psychological Operations School | Statement: [U.S. Army John F. Kennedy Special Warfare Center and School, component, Psychological Operations School]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Psychological Operations School
Context triple: [U.S. Army John F. Kennedy Special Warfare Center and School, component, Psychological Operations School]
  • A. Joint Special Operations University
    Joint Special Operations University is a U.S. military institution that provides professional education and training focused on special operations and irregular warfare for members of the armed forces and partner organizations.
  • B. U.S. Army John F. Kennedy Special Warfare Center and School
    The U.S. Army John F. Kennedy Special Warfare Center and School is the Army’s premier institution for training and educating Special Forces, Civil Affairs, and Psychological Operations soldiers in special operations skills and doctrine.
  • C. International Officer School
    International Officer School is a component of the U.S. Air Force’s Air University that provides professional military education and orientation programs for international military officers.
  • D. Center for the Army Profession and Leadership
    The Center for the Army Profession and Leadership is a U.S. Army organization dedicated to developing professional military ethics, leadership doctrine, and leader development programs across the force.
  • E. U.S. Army Cyber School
    The U.S. Army Cyber School is the Army’s primary institution for training and educating soldiers in cyber operations, electronic warfare, and information dominance.
  • 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: Psychological Operations School
Triple: [U.S. Army John F. Kennedy Special Warfare Center and School, component, Psychological Operations School]
Generated description
The Psychological Operations School is a U.S. Army institution that trains and educates soldiers in influence, information, and psychological warfare operations to support special operations and strategic communication objectives.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Psychological Operations School
Target entity description: The Psychological Operations School is a U.S. Army institution that trains and educates soldiers in influence, information, and psychological warfare operations to support special operations and strategic communication objectives.
  • A. Joint Special Operations University
    Joint Special Operations University is a U.S. military institution that provides professional education and training focused on special operations and irregular warfare for members of the armed forces and partner organizations.
  • B. U.S. Army John F. Kennedy Special Warfare Center and School chosen
    The U.S. Army John F. Kennedy Special Warfare Center and School is the Army’s premier institution for training and educating Special Forces, Civil Affairs, and Psychological Operations soldiers in special operations skills and doctrine.
  • C. International Officer School
    International Officer School is a component of the U.S. Air Force’s Air University that provides professional military education and orientation programs for international military officers.
  • D. Center for the Army Profession and Leadership
    The Center for the Army Profession and Leadership is a U.S. Army organization dedicated to developing professional military ethics, leadership doctrine, and leader development programs across the force.
  • E. U.S. Army Cyber School
    The U.S. Army Cyber School is the Army’s primary institution for training and educating soldiers in cyber operations, electronic warfare, and information dominance.
  • 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_69a8870e08fc8190a319cbf2600db15f completed March 4, 2026, 7:25 p.m.
NER Named-entity recognition batch_69abb34d94fc8190a5bf1e582c77c725 completed March 7, 2026, 5:10 a.m.
NED1 Entity disambiguation (via context triple) batch_69adfbc3cf6881909d42a04be18c3c73 completed March 8, 2026, 10:44 p.m.
NEDg Description generation batch_69adfcd009d88190ba7f380aa1c82300 completed March 8, 2026, 10:48 p.m.
NED2 Entity disambiguation (via description) batch_69adfd946b6081908ab6358d0f237a58 completed March 8, 2026, 10:52 p.m.
Created at: March 4, 2026, 7:36 p.m.