Triple

T323014

Position	Surface form	Disambiguated ID	Type / Status
Subject	Muammar Gaddafi	`E6455`	entity
Predicate	education	`P5`	FINISHED
Object	Royal Military Academy, Benghazi The Royal Military Academy in Benghazi is a Libyan military training institution best known as the place where Muammar Gaddafi and several of his fellow officers were educated before leading the 1969 coup that brought him to power.	`E41525`	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: Royal Military Academy, Benghazi | Statement: [Muammar Gaddafi, education, Royal Military Academy, Benghazi]

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

Target entity: Royal Military Academy, Benghazi
Context triple: [Muammar Gaddafi, education, Royal Military Academy, Benghazi]

A. Egyptian Military Academy
The Egyptian Military Academy is Egypt’s premier officer training institution, producing many of the country’s top military and political leaders.
B. Royal Military Academy, Woolwich
The Royal Military Academy, Woolwich was a prestigious British Army officer training institution in London, historically responsible for educating artillery and engineering officers.
C. Royal Military College, Sandhurst
The Royal Military College, Sandhurst is the British Army’s premier officer training academy, renowned for producing many of the United Kingdom’s most prominent military and political leaders.
D. Royal Military College, Duntroon
Royal Military College, Duntroon is Australia’s principal army officer training academy, located in Canberra and responsible for educating and commissioning officers for the Australian Army.
E. Royal Military Academy (Belgium)
The Royal Military Academy (Belgium) is the country’s premier institution for training future officers of the Belgian Armed Forces, offering university-level military and engineering education.
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: Royal Military Academy, Benghazi
Triple: [Muammar Gaddafi, education, Royal Military Academy, Benghazi]

Generated description

The Royal Military Academy in Benghazi is a Libyan military training institution best known as the place where Muammar Gaddafi and several of his fellow officers were educated before leading the 1969 coup that brought him to power.

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

Target entity: Royal Military Academy, Benghazi
Target entity description: The Royal Military Academy in Benghazi is a Libyan military training institution best known as the place where Muammar Gaddafi and several of his fellow officers were educated before leading the 1969 coup that brought him to power.

A. Egyptian Military Academy
The Egyptian Military Academy is Egypt’s premier officer training institution, producing many of the country’s top military and political leaders.
B. Royal Military Academy, Woolwich
The Royal Military Academy, Woolwich was a prestigious British Army officer training institution in London, historically responsible for educating artillery and engineering officers.
C. Royal Military College, Sandhurst
The Royal Military College, Sandhurst is the British Army’s premier officer training academy, renowned for producing many of the United Kingdom’s most prominent military and political leaders.
D. Royal Military College, Duntroon
Royal Military College, Duntroon is Australia’s principal army officer training academy, located in Canberra and responsible for educating and commissioning officers for the Australian Army.
E. Royal Military Academy (Belgium)
The Royal Military Academy (Belgium) is the country’s premier institution for training future officers of the Belgian Armed Forces, offering university-level military and engineering education.
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_69a2e7933d6c8190bb2592ad13286ef2`	completed	Feb. 28, 2026, 1:03 p.m.
NER	Named-entity recognition	`batch_69a2ea82ba748190bae651f5de908617`	completed	Feb. 28, 2026, 1:15 p.m.
NED1	Entity disambiguation (via context triple)	`batch_69a3cb0203c081909fadc99c2172c87a`	completed	March 1, 2026, 5:13 a.m.
NEDg	Description generation	`batch_69a3cb812dc081908a359022c8b5cf58`	completed	March 1, 2026, 5:15 a.m.
NED2	Entity disambiguation (via description)	`batch_69a3cbedcaf081908b4abdd3c7ce0474`	completed	March 1, 2026, 5:17 a.m.

Created at: Feb. 28, 2026, 1:08 p.m.