Triple

T18921545

Position	Surface form	Disambiguated ID	Type / Status
Subject	Ream National Park	`E462869`	entity
Predicate	governingBody	`P46`	FINISHED
Object	Ministry of Environment of Cambodia The Ministry of Environment of Cambodia is the national government agency responsible for environmental protection, natural resource conservation, and sustainable development policies in Cambodia.	`E1349614`	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: Ministry of Environment of Cambodia | Statement: [Ream National Park, governingBody, Ministry of Environment of Cambodia]

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

Target entity: Ministry of Environment of Cambodia
Context triple: [Ream National Park, governingBody, Ministry of Environment of Cambodia]

A. Ministry of Agriculture, Forestry and Fisheries of Cambodia
The Ministry of Agriculture, Forestry and Fisheries of Cambodia is a government ministry responsible for managing the country’s agricultural development, forestry resources, and fisheries sectors.
B. Ministry of Culture and Fine Arts of Cambodia
The Ministry of Culture and Fine Arts of Cambodia is the government body responsible for preserving and promoting the nation’s cultural heritage, arts, and historical institutions.
C. Ministry of Environment of South Korea
The Ministry of Environment of South Korea is the central government body responsible for national environmental policy, regulation, and conservation, including oversight of industrial pollution and ecosystem protection.
D. Council of Ministers of Cambodia
The Council of Ministers of Cambodia is the country’s chief executive body, responsible for implementing national policy and administering the day-to-day operations of the Cambodian government under the leadership of the Prime Minister.
E. Ministry of National Defense of Cambodia
The Ministry of National Defense of Cambodia is the government body responsible for overseeing the Royal Cambodian Armed Forces and managing the country’s overall defense and military policy.
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: Ministry of Environment of Cambodia
Triple: [Ream National Park, governingBody, Ministry of Environment of Cambodia]

Generated description

The Ministry of Environment of Cambodia is the national government agency responsible for environmental protection, natural resource conservation, and sustainable development policies in Cambodia.

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

Target entity: Ministry of Environment of Cambodia
Target entity description: The Ministry of Environment of Cambodia is the national government agency responsible for environmental protection, natural resource conservation, and sustainable development policies in Cambodia.

A. Ministry of Agriculture, Forestry and Fisheries of Cambodia
The Ministry of Agriculture, Forestry and Fisheries of Cambodia is a government ministry responsible for managing the country’s agricultural development, forestry resources, and fisheries sectors.
B. Ministry of Culture and Fine Arts of Cambodia
The Ministry of Culture and Fine Arts of Cambodia is the government body responsible for preserving and promoting the nation’s cultural heritage, arts, and historical institutions.
C. Ministry of Environment of South Korea
The Ministry of Environment of South Korea is the central government body responsible for national environmental policy, regulation, and conservation, including oversight of industrial pollution and ecosystem protection.
D. Council of Ministers of Cambodia
The Council of Ministers of Cambodia is the country’s chief executive body, responsible for implementing national policy and administering the day-to-day operations of the Cambodian government under the leadership of the Prime Minister.
E. Ministry of National Defense of Cambodia
The Ministry of National Defense of Cambodia is the government body responsible for overseeing the Royal Cambodian Armed Forces and managing the country’s overall defense and military policy.
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_69d8dcfdbbb881909964fa5a75bd0b48`	completed	April 10, 2026, 11:20 a.m.
NER	Named-entity recognition	`batch_69e5c9b3b93c819085032d8251a43ca8`	completed	April 20, 2026, 6:37 a.m.
NED1	Entity disambiguation (via context triple)	`batch_6a059118f1608190ad84f5da69b86a50`	completed	May 14, 2026, 9:08 a.m.
NEDg	Description generation	`batch_6a0593141058819091183ede1dd0b878`	completed	May 14, 2026, 9:17 a.m.
NED2	Entity disambiguation (via description)	`batch_6a059439ee6c8190beb258f70385ee82`	completed	May 14, 2026, 9:22 a.m.

Created at: April 10, 2026, 11:59 a.m.