Triple

T1707406
Position Surface form Disambiguated ID Type / Status
Subject NATO military doctrine E36901 entity
Predicate isDocumentedIn P519 FINISHED
Object AJP-3.22 Allied Joint Doctrine for Countering Unmanned Aircraft Systems
AJP-3.22 Allied Joint Doctrine for Countering Unmanned Aircraft Systems is a NATO publication that provides joint operational guidance and standardized procedures for detecting, assessing, and defeating hostile unmanned aircraft threats across allied forces.
E192366 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: AJP-3.22 Allied Joint Doctrine for Countering Unmanned Aircraft Systems | Statement: [NATO military doctrine, isDocumentedIn, AJP-3.22 Allied Joint Doctrine for Countering Unmanned Aircraft Systems]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: AJP-3.22 Allied Joint Doctrine for Countering Unmanned Aircraft Systems
Context triple: [NATO military doctrine, isDocumentedIn, AJP-3.22 Allied Joint Doctrine for Countering Unmanned Aircraft Systems]
  • A. Joint Unmanned Combat Air Systems
    Joint Unmanned Combat Air Systems was a U.S. defense research program aimed at developing and demonstrating advanced unmanned combat air vehicles for strike and surveillance missions.
  • B. Technical Committee on Aerial Robotics and Unmanned Aerial Vehicles
    The Technical Committee on Aerial Robotics and Unmanned Aerial Vehicles is a specialized IEEE RAS body that advances research, development, and standardization in aerial robotics and UAV technologies.
  • C. U.S. Army/Marine Corps Counterinsurgency Field Manual (FM 3-24)
    The U.S. Army/Marine Corps Counterinsurgency Field Manual (FM 3-24) is a doctrinal guide that reshaped modern U.S. military strategy by outlining principles and practices for conducting counterinsurgency operations.
  • D. Joint Operation Planning and Execution System
    The Joint Operation Planning and Execution System (JOPES) is the U.S. Department of Defense’s primary system for integrating and managing joint military planning and execution across combatant commands and services.
  • E. Unified Land Operations
    Unified Land Operations is the U.S. Army’s central warfighting doctrine that integrates offensive, defensive, and stability tasks to achieve decisive outcomes across the full spectrum of conflict.
  • 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: AJP-3.22 Allied Joint Doctrine for Countering Unmanned Aircraft Systems
Triple: [NATO military doctrine, isDocumentedIn, AJP-3.22 Allied Joint Doctrine for Countering Unmanned Aircraft Systems]
Generated description
AJP-3.22 Allied Joint Doctrine for Countering Unmanned Aircraft Systems is a NATO publication that provides joint operational guidance and standardized procedures for detecting, assessing, and defeating hostile unmanned aircraft threats across allied forces.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: AJP-3.22 Allied Joint Doctrine for Countering Unmanned Aircraft Systems
Target entity description: AJP-3.22 Allied Joint Doctrine for Countering Unmanned Aircraft Systems is a NATO publication that provides joint operational guidance and standardized procedures for detecting, assessing, and defeating hostile unmanned aircraft threats across allied forces.
  • A. Joint Unmanned Combat Air Systems
    Joint Unmanned Combat Air Systems was a U.S. defense research program aimed at developing and demonstrating advanced unmanned combat air vehicles for strike and surveillance missions.
  • B. Technical Committee on Aerial Robotics and Unmanned Aerial Vehicles
    The Technical Committee on Aerial Robotics and Unmanned Aerial Vehicles is a specialized IEEE RAS body that advances research, development, and standardization in aerial robotics and UAV technologies.
  • C. U.S. Army/Marine Corps Counterinsurgency Field Manual (FM 3-24)
    The U.S. Army/Marine Corps Counterinsurgency Field Manual (FM 3-24) is a doctrinal guide that reshaped modern U.S. military strategy by outlining principles and practices for conducting counterinsurgency operations.
  • D. Joint Operation Planning and Execution System
    The Joint Operation Planning and Execution System (JOPES) is the U.S. Department of Defense’s primary system for integrating and managing joint military planning and execution across combatant commands and services.
  • E. Unified Land Operations
    Unified Land Operations is the U.S. Army’s central warfighting doctrine that integrates offensive, defensive, and stability tasks to achieve decisive outcomes across the full spectrum of conflict.
  • 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_69a88617439c819094ffb5d16a0f6307 completed March 4, 2026, 7:20 p.m.
NER Named-entity recognition batch_69aa62f6fc9c8190b61cc9872cc2adc0 completed March 6, 2026, 5:15 a.m.
NED1 Entity disambiguation (via context triple) batch_69ad8ad849648190b2bb0e2a50cd6c75 completed March 8, 2026, 2:42 p.m.
NEDg Description generation batch_69ad957778a0819080f7fee35f5d8ed5 completed March 8, 2026, 3:27 p.m.
NED2 Entity disambiguation (via description) batch_69ad97aa308c81909f245a2133fc471b completed March 8, 2026, 3:37 p.m.
Created at: March 4, 2026, 7:30 p.m.