Triple

T14852936

Position	Surface form	Disambiguated ID	Type / Status
Subject	Zimbabwe National Roads Administration	`E349275`	entity
Predicate	collaboratesWith	`P37`	FINISHED
Object	Department of Roads (Zimbabwe) The Department of Roads (Zimbabwe) is a government agency responsible for the planning, construction, and maintenance of the country’s road infrastructure.	`E349275`	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: Department of Roads (Zimbabwe) | Statement: [Zimbabwe National Roads Administration, collaboratesWith, Department of Roads (Zimbabwe)]

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

Target entity: Department of Roads (Zimbabwe)
Context triple: [Zimbabwe National Roads Administration, collaboratesWith, Department of Roads (Zimbabwe)]

A. Zimbabwe National Roads Administration
The Zimbabwe National Roads Administration is the government agency responsible for managing, maintaining, and developing Zimbabwe’s national road network and related infrastructure.
B. Ministry of Transport and Infrastructural Development of Zimbabwe
The Ministry of Transport and Infrastructural Development of Zimbabwe is the government body responsible for formulating and overseeing national policies and projects related to transportation systems and public infrastructure across the country.
C. Gauteng Department of Roads and Transport
The Gauteng Department of Roads and Transport is the provincial government body responsible for planning, developing, and managing road infrastructure and public transport systems in South Africa’s Gauteng province.
D. Road Development Agency (Zambia)
The Road Development Agency (Zambia) is a government body responsible for planning, constructing, and maintaining Zambia’s public road network.
E. Johannesburg Roads Agency
Johannesburg Roads Agency is a municipal entity responsible for planning, developing, and maintaining road and related infrastructure within the City of Johannesburg.
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: Department of Roads (Zimbabwe)
Triple: [Zimbabwe National Roads Administration, collaboratesWith, Department of Roads (Zimbabwe)]

Generated description

The Department of Roads (Zimbabwe) is a government agency responsible for the planning, construction, and maintenance of the country’s road infrastructure.

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

Target entity: Department of Roads (Zimbabwe)
Target entity description: The Department of Roads (Zimbabwe) is a government agency responsible for the planning, construction, and maintenance of the country’s road infrastructure.

A. Zimbabwe National Roads Administration chosen
The Zimbabwe National Roads Administration is the government agency responsible for managing, maintaining, and developing Zimbabwe’s national road network and related infrastructure.
B. Ministry of Transport and Infrastructural Development of Zimbabwe
The Ministry of Transport and Infrastructural Development of Zimbabwe is the government body responsible for formulating and overseeing national policies and projects related to transportation systems and public infrastructure across the country.
C. Gauteng Department of Roads and Transport
The Gauteng Department of Roads and Transport is the provincial government body responsible for planning, developing, and managing road infrastructure and public transport systems in South Africa’s Gauteng province.
D. Road Development Agency (Zambia)
The Road Development Agency (Zambia) is a government body responsible for planning, constructing, and maintaining Zambia’s public road network.
E. Johannesburg Roads Agency
Johannesburg Roads Agency is a municipal entity responsible for planning, developing, and maintaining road and related infrastructure within the City of Johannesburg.
F. None of above.

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_69d822ed7e1881909b90fca143ad7e34`	completed	April 9, 2026, 10:06 p.m.
NER	Named-entity recognition	`batch_69ded441e70881909bbf62b66d932aff`	completed	April 14, 2026, 11:56 p.m.
NED1	Entity disambiguation (via context triple)	`batch_69fe6b4ce76881909bf4a967da9357ae`	completed	May 8, 2026, 11:01 p.m.
NEDg	Description generation	`batch_69fe6d0b343481908c5e53bfab610b92`	completed	May 8, 2026, 11:08 p.m.
NED2	Entity disambiguation (via description)	`batch_69fe6d831cf88190a90a521b40e47120`	completed	May 8, 2026, 11:10 p.m.

Created at: April 10, 2026, 1:54 a.m.