Triple
T5457599
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | United States Air Force Weapons School |
E122516
|
entity |
| Predicate | nickname |
P55
|
FINISHED |
| Object |
Weapons School
Weapons School is the United States Air Force’s elite advanced training institution that develops expert instructors in weapons and tactics for combat air forces.
|
E521282
|
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: Weapons School | Statement: [United States Air Force Weapons School, nickname, Weapons School]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Weapons School Context triple: [United States Air Force Weapons School, nickname, Weapons School]
-
A.
Sniper School
Sniper School is a specialized U.S. Army training program that teaches soldiers advanced marksmanship, fieldcraft, and long-range precision engagement skills.
-
B.
Front Sight Firearms Training Institute
Front Sight Firearms Training Institute is a large private firearms training facility near Pahrump, Nevada, offering extensive handgun, rifle, and tactical shooting courses to civilians and professionals.
-
C.
U.S. Army Ranger School
U.S. Army Ranger School is an elite, intensive combat leadership course of the U.S. Army that trains soldiers in small-unit tactics, endurance, and survival under extreme conditions.
-
D.
Commando Selection Course
The Commando Selection Course is an elite, highly demanding assessment program used to identify and qualify candidates for service in Australia’s 1st Commando Regiment.
-
E.
Small Arms Firing School
Small Arms Firing School is a marksmanship training program that provides instruction in the safe and effective use of small arms, often in conjunction with competitive shooting events.
- 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: Weapons School Triple: [United States Air Force Weapons School, nickname, Weapons School]
Generated description
Weapons School is the United States Air Force’s elite advanced training institution that develops expert instructors in weapons and tactics for combat air forces.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Weapons School Target entity description: Weapons School is the United States Air Force’s elite advanced training institution that develops expert instructors in weapons and tactics for combat air forces.
-
A.
Sniper School
Sniper School is a specialized U.S. Army training program that teaches soldiers advanced marksmanship, fieldcraft, and long-range precision engagement skills.
-
B.
Front Sight Firearms Training Institute
Front Sight Firearms Training Institute is a large private firearms training facility near Pahrump, Nevada, offering extensive handgun, rifle, and tactical shooting courses to civilians and professionals.
-
C.
U.S. Army Ranger School
U.S. Army Ranger School is an elite, intensive combat leadership course of the U.S. Army that trains soldiers in small-unit tactics, endurance, and survival under extreme conditions.
-
D.
Commando Selection Course
The Commando Selection Course is an elite, highly demanding assessment program used to identify and qualify candidates for service in Australia’s 1st Commando Regiment.
-
E.
Small Arms Firing School
Small Arms Firing School is a marksmanship training program that provides instruction in the safe and effective use of small arms, often in conjunction with competitive shooting events.
- 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_69bd46424248819085282ddf50a565f3 |
completed | March 20, 2026, 1:06 p.m. |
| NER | Named-entity recognition | batch_69bd91f1cca48190afa15b8ccfea1f88 |
completed | March 20, 2026, 6:29 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69bf41465c3c8190a58350f39d626e54 |
completed | March 22, 2026, 1:09 a.m. |
| NEDg | Description generation | batch_69bf41efb7748190acefa796eb4e4bed |
completed | March 22, 2026, 1:12 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69bf42654a108190b271f78616eea25a |
completed | March 22, 2026, 1:14 a.m. |
Created at: March 20, 2026, 2:08 p.m.