Triple

T21301116

Position	Surface form	Disambiguated ID	Type / Status
Subject	Hau Pei-tsun	`E525063`	entity
Predicate	education	`P5`	FINISHED
Object	Army Command and Staff College (Republic of China) The Army Command and Staff College (Republic of China) is a senior military educational institution in Taiwan that trains and develops mid- to high-ranking officers in operational command, staff work, and leadership.	`E1476356`	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: Army Command and Staff College (Republic of China) | Statement: [Hau Pei-tsun, education, Army Command and Staff College (Republic of China)]

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

Target entity: Army Command and Staff College (Republic of China)
Context triple: [Hau Pei-tsun, education, Army Command and Staff College (Republic of China)]

A. Command and Staff College
Command and Staff College is a professional military education institution of the U.S. Marine Corps that prepares mid-career officers for higher command and staff responsibilities.
B. Defence Services Command and Staff College
The Defence Services Command and Staff College is Bangladesh’s premier military higher-education institution, providing advanced professional training and staff courses to officers of the armed forces and allied nations.
C. Defense Command and Staff College
The Defense Command and Staff College is a military higher-education institution in Bishoftu, Ethiopia, that provides advanced professional training and strategic studies for senior officers.
D. PLA Air Force Command College
The PLA Air Force Command College is a premier Chinese military institution responsible for training and educating senior officers of the People's Liberation Army Air Force in command, strategy, and operational leadership.
E. Army Command and Staff College
The Army Command and Staff College is Sri Lanka’s premier military higher-education institution that provides advanced professional training and leadership development for mid-career army officers.
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: Army Command and Staff College (Republic of China)
Triple: [Hau Pei-tsun, education, Army Command and Staff College (Republic of China)]

Generated description

The Army Command and Staff College (Republic of China) is a senior military educational institution in Taiwan that trains and develops mid- to high-ranking officers in operational command, staff work, and leadership.

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

Target entity: Army Command and Staff College (Republic of China)
Target entity description: The Army Command and Staff College (Republic of China) is a senior military educational institution in Taiwan that trains and develops mid- to high-ranking officers in operational command, staff work, and leadership.

A. Command and Staff College
Command and Staff College is a professional military education institution of the U.S. Marine Corps that prepares mid-career officers for higher command and staff responsibilities.
B. Defence Services Command and Staff College
The Defence Services Command and Staff College is Bangladesh’s premier military higher-education institution, providing advanced professional training and staff courses to officers of the armed forces and allied nations.
C. Defense Command and Staff College
The Defense Command and Staff College is a military higher-education institution in Bishoftu, Ethiopia, that provides advanced professional training and strategic studies for senior officers.
D. PLA Air Force Command College
The PLA Air Force Command College is a premier Chinese military institution responsible for training and educating senior officers of the People's Liberation Army Air Force in command, strategy, and operational leadership.
E. Army Command and Staff College
The Army Command and Staff College is Sri Lanka’s premier military higher-education institution that provides advanced professional training and leadership development for mid-career army officers.
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_69e0b517e6748190850d6f6ddf323d69`	completed	April 16, 2026, 10:08 a.m.
NER	Named-entity recognition	`batch_69e7385c078881908a451be1a19a64c5`	completed	April 21, 2026, 8:42 a.m.
NED1	Entity disambiguation (via context triple)	`batch_6a0998169c7c8190b0612df9e85b84ed`	completed	May 17, 2026, 10:27 a.m.
NEDg	Description generation	`batch_6a0998a3326481908a4dfddfb7b2ecd9`	completed	May 17, 2026, 10:29 a.m.
NED2	Entity disambiguation (via description)	`batch_6a09996c8d7c81908cc9874f6e1a3fff`	completed	May 17, 2026, 10:33 a.m.

Created at: April 16, 2026, 4:05 p.m.