Triple

T3668085

Position	Surface form	Disambiguated ID	Type / Status
Subject	412th Operations Group	`E77809`	entity
Predicate	hasComponent	`P35`	FINISHED
Object	412th Operations Support Squadron The 412th Operations Support Squadron is a U.S. Air Force unit that provides essential operational planning, training, and support services to enable the flight test and evaluation missions of the 412th Operations Group at Edwards Air Force Base.	`E378127`	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: 412th Operations Support Squadron | Statement: [412th Operations Group, hasComponent, 412th Operations Support Squadron]

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

Target entity: 412th Operations Support Squadron
Context triple: [412th Operations Group, hasComponent, 412th Operations Support Squadron]

A. 412th Maintenance Group
The 412th Maintenance Group is a U.S. Air Force unit responsible for providing maintenance and logistical support to the 412th Test Wing’s aircraft and test operations at Edwards Air Force Base.
B. 412th Mission Support Group
The 412th Mission Support Group is a U.S. Air Force unit that provides base support, infrastructure, and essential services to enable the operations of the 412th Test Wing at Edwards Air Force Base.
C. 412th Operations Group
The 412th Operations Group is a U.S. Air Force unit at Edwards Air Force Base responsible for planning, executing, and supporting flight test and evaluation missions for advanced aerospace systems.
D. 611th Air Support Group
The 611th Air Support Group is a United States Air Force unit that provides operational and logistical support for air operations in the Alaska region under the Eleventh Air Force.
E. 34th Special Operations Squadron
The 34th Special Operations Squadron is a United States Air Force unit that conducts specialized and often clandestine air operations in support of special operations forces.
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: 412th Operations Support Squadron
Triple: [412th Operations Group, hasComponent, 412th Operations Support Squadron]

Generated description

The 412th Operations Support Squadron is a U.S. Air Force unit that provides essential operational planning, training, and support services to enable the flight test and evaluation missions of the 412th Operations Group at Edwards Air Force Base.

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

Target entity: 412th Operations Support Squadron
Target entity description: The 412th Operations Support Squadron is a U.S. Air Force unit that provides essential operational planning, training, and support services to enable the flight test and evaluation missions of the 412th Operations Group at Edwards Air Force Base.

A. 412th Maintenance Group
The 412th Maintenance Group is a U.S. Air Force unit responsible for providing maintenance and logistical support to the 412th Test Wing’s aircraft and test operations at Edwards Air Force Base.
B. 412th Mission Support Group
The 412th Mission Support Group is a U.S. Air Force unit that provides base support, infrastructure, and essential services to enable the operations of the 412th Test Wing at Edwards Air Force Base.
C. 412th Operations Group
The 412th Operations Group is a U.S. Air Force unit at Edwards Air Force Base responsible for planning, executing, and supporting flight test and evaluation missions for advanced aerospace systems.
D. 611th Air Support Group
The 611th Air Support Group is a United States Air Force unit that provides operational and logistical support for air operations in the Alaska region under the Eleventh Air Force.
E. 34th Special Operations Squadron
The 34th Special Operations Squadron is a United States Air Force unit that conducts specialized and often clandestine air operations in support of special operations forces.
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_69ad85e083008190b2e1b7085fe500bd`	completed	March 8, 2026, 2:21 p.m.
NER	Named-entity recognition	`batch_69adc42997d88190bc765559bd7645fc`	completed	March 8, 2026, 6:47 p.m.
NED1	Entity disambiguation (via context triple)	`batch_69b4884e36108190a19887e81921fe32`	completed	March 13, 2026, 9:57 p.m.
NEDg	Description generation	`batch_69b48aa728fc8190b1a4e4d6d466efb5`	completed	March 13, 2026, 10:07 p.m.
NED2	Entity disambiguation (via description)	`batch_69b4aefb58448190b7d34343a5dbb0f6`	completed	March 14, 2026, 12:42 a.m.

Created at: March 8, 2026, 3:25 p.m.