Triple

T9054140

Position	Surface form	Disambiguated ID	Type / Status
Subject	Gaddafi family	`E216954`	entity
Predicate	controlledInstitution	`P3706`	FINISHED
Object	Libyan state-owned enterprises Libyan state-owned enterprises were major government-owned companies that dominated key sectors of Libya’s economy and were heavily influenced and exploited by the Gaddafi family during Muammar Gaddafi’s rule.	`E774655`	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: Libyan state-owned enterprises | Statement: [Gaddafi family, controlledInstitution, Libyan state-owned enterprises]

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

Target entity: Libyan state-owned enterprises
Context triple: [Gaddafi family, controlledInstitution, Libyan state-owned enterprises]

A. National Oil Corporation of Libya
The National Oil Corporation of Libya is the state-owned oil company responsible for managing and overseeing Libya’s petroleum exploration, production, and export activities.
B. General National Maritime Transport Company of Libya
The General National Maritime Transport Company of Libya is Libya’s state-owned shipping enterprise responsible for managing and operating the country’s commercial maritime fleet and related transport services.
C. Libyan government
The Libyan government is the central political authority of Libya, responsible for administering the country’s affairs, enforcing laws, and managing national resources and institutions.
D. Central Bank of Libya
The Central Bank of Libya is the country’s primary monetary authority, responsible for issuing currency, managing monetary policy, and overseeing the Libyan banking system.
E. Ganoub El Wadi Petroleum Holding Company
Ganoub El Wadi Petroleum Holding Company is an Egyptian state-owned oil and gas company responsible for exploration, production, and development activities primarily in the southern regions of Egypt.
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: Libyan state-owned enterprises
Triple: [Gaddafi family, controlledInstitution, Libyan state-owned enterprises]

Generated description

Libyan state-owned enterprises were major government-owned companies that dominated key sectors of Libya’s economy and were heavily influenced and exploited by the Gaddafi family during Muammar Gaddafi’s rule.

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

Target entity: Libyan state-owned enterprises
Target entity description: Libyan state-owned enterprises were major government-owned companies that dominated key sectors of Libya’s economy and were heavily influenced and exploited by the Gaddafi family during Muammar Gaddafi’s rule.

A. National Oil Corporation of Libya
The National Oil Corporation of Libya is the state-owned oil company responsible for managing and overseeing Libya’s petroleum exploration, production, and export activities.
B. General National Maritime Transport Company of Libya
The General National Maritime Transport Company of Libya is Libya’s state-owned shipping enterprise responsible for managing and operating the country’s commercial maritime fleet and related transport services.
C. Libyan government
The Libyan government is the central political authority of Libya, responsible for administering the country’s affairs, enforcing laws, and managing national resources and institutions.
D. Central Bank of Libya
The Central Bank of Libya is the country’s primary monetary authority, responsible for issuing currency, managing monetary policy, and overseeing the Libyan banking system.
E. Ganoub El Wadi Petroleum Holding Company
Ganoub El Wadi Petroleum Holding Company is an Egyptian state-owned oil and gas company responsible for exploration, production, and development activities primarily in the southern regions of Egypt.
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_69ca83d362e88190ae44b4e4dc194209`	completed	March 30, 2026, 2:08 p.m.
NER	Named-entity recognition	`batch_69cc7a72e2dc8190a16deff8abe701b1`	completed	April 1, 2026, 1:52 a.m.
NED1	Entity disambiguation (via context triple)	`batch_69cfebd1450c819092dccae2c48b100d`	completed	April 3, 2026, 4:33 p.m.
NEDg	Description generation	`batch_69cfedc8c13081909980f89815ee695d`	completed	April 3, 2026, 4:41 p.m.
NED2	Entity disambiguation (via description)	`batch_69cfee92d74881909b9093c3948e926f`	completed	April 3, 2026, 4:45 p.m.

Created at: March 30, 2026, 7:10 p.m.