Triple

T1288305

Position	Surface form	Disambiguated ID	Type / Status
Subject	RAF Leeming	`E27485`	entity
Predicate	basedUnit	`P25188`	FINISHED
Object	Joint Forward Air Control Training and Standards Unit The Joint Forward Air Control Training and Standards Unit is a Royal Air Force unit responsible for training and standardizing forward air controllers who coordinate air support for ground forces.	`E148254`	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: Joint Forward Air Control Training and Standards Unit | Statement: [RAF Leeming, basedUnit, Joint Forward Air Control Training and Standards Unit]

NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07

Target entity: Joint Forward Air Control Training and Standards Unit
Context triple: [RAF Leeming, basedUnit, Joint Forward Air Control Training and Standards Unit]

A. Airborne and Ranger Training Brigade
The Airborne and Ranger Training Brigade is a U.S. Army unit responsible for conducting elite airborne and Ranger training courses for soldiers.
B. Weapons and Field Training Battalion
Weapons and Field Training Battalion is a U.S. Marine Corps unit responsible for providing recruits with marksmanship, weapons handling, and field combat training at Marine Corps Recruit Depot Parris Island.
C. Personnel and Training Command
Personnel and Training Command was a former Royal Air Force command responsible for managing personnel policies and training before being merged into Air Command.
D. U.S. Army Aviation Center of Excellence
The U.S. Army Aviation Center of Excellence is the Army’s primary institution for training, developing doctrine, and advancing capabilities for its aviation forces.
E. United States Air Force Warfare Center
The United States Air Force Warfare Center is a major USAF organization responsible for advanced training, testing, tactics development, and operational integration of air, space, and cyber capabilities.
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: Joint Forward Air Control Training and Standards Unit
Triple: [RAF Leeming, basedUnit, Joint Forward Air Control Training and Standards Unit]

Generated description

The Joint Forward Air Control Training and Standards Unit is a Royal Air Force unit responsible for training and standardizing forward air controllers who coordinate air support for ground forces.

NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07

Target entity: Joint Forward Air Control Training and Standards Unit
Target entity description: The Joint Forward Air Control Training and Standards Unit is a Royal Air Force unit responsible for training and standardizing forward air controllers who coordinate air support for ground forces.

A. Airborne and Ranger Training Brigade
The Airborne and Ranger Training Brigade is a U.S. Army unit responsible for conducting elite airborne and Ranger training courses for soldiers.
B. Weapons and Field Training Battalion
Weapons and Field Training Battalion is a U.S. Marine Corps unit responsible for providing recruits with marksmanship, weapons handling, and field combat training at Marine Corps Recruit Depot Parris Island.
C. Personnel and Training Command
Personnel and Training Command was a former Royal Air Force command responsible for managing personnel policies and training before being merged into Air Command.
D. U.S. Army Aviation Center of Excellence
The U.S. Army Aviation Center of Excellence is the Army’s primary institution for training, developing doctrine, and advancing capabilities for its aviation forces.
E. United States Air Force Warfare Center
The United States Air Force Warfare Center is a major USAF organization responsible for advanced training, testing, tactics development, and operational integration of air, space, and cyber capabilities.
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_69a496d4ec448190ad653b2590c46711`	completed	March 1, 2026, 7:43 p.m.
NER	Named-entity recognition	`batch_69a4c0d38d7c81908941edda9cac5d6a`	completed	March 1, 2026, 10:42 p.m.
NED1	Entity disambiguation (via context triple)	`batch_69acacbc7cd48190b06398486e5b30ba`	completed	March 7, 2026, 10:54 p.m.
NEDg	Description generation	`batch_69acad4a7cd48190b295dbd1e5327a18`	completed	March 7, 2026, 10:57 p.m.
NED2	Entity disambiguation (via description)	`batch_69acadba2e54819088a04675493fcbbb`	completed	March 7, 2026, 10:59 p.m.

Created at: March 1, 2026, 7:51 p.m.