Triple

T3327728

Position	Surface form	Disambiguated ID	Type / Status
Subject	A3 highway (Zimbabwe)	`E69956`	entity
Predicate	maintainedBy	`P86`	FINISHED
Object	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.	`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: Zimbabwe National Roads Administration | Statement: [A3 highway (Zimbabwe), maintainedBy, Zimbabwe National Roads Administration]

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

Target entity: Zimbabwe National Roads Administration
Context triple: [A3 highway (Zimbabwe), maintainedBy, Zimbabwe National Roads Administration]

A. South African National Roads Agency Limited
South African National Roads Agency Limited is a state-owned company responsible for the management, maintenance, and development of South Africa’s national road network.
B. National Railways of Zimbabwe
National Railways of Zimbabwe is the state-owned railway company responsible for operating the majority of Zimbabwe’s rail transport infrastructure and services.
C. Harare–Beitbridge highway
The Harare–Beitbridge highway is a major arterial road in Zimbabwe that links the capital Harare with the Beitbridge border post to South Africa, serving as a key regional trade and transport corridor.
D. SANRAL
SANRAL is South Africa’s national roads agency responsible for the planning, construction, management, and maintenance of the country’s national road network.
E. Civil Aviation Authority of Zimbabwe
The Civil Aviation Authority of Zimbabwe is the national regulatory and oversight body responsible for managing and supervising civil aviation and airport operations throughout Zimbabwe.
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: Zimbabwe National Roads Administration
Triple: [A3 highway (Zimbabwe), maintainedBy, Zimbabwe National Roads Administration]

Generated description

The Zimbabwe National Roads Administration is the government agency responsible for managing, maintaining, and developing Zimbabwe’s national road network and related infrastructure.

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

Target entity: Zimbabwe National Roads Administration
Target entity description: The Zimbabwe National Roads Administration is the government agency responsible for managing, maintaining, and developing Zimbabwe’s national road network and related infrastructure.

A. South African National Roads Agency Limited
South African National Roads Agency Limited is a state-owned company responsible for the management, maintenance, and development of South Africa’s national road network.
B. National Railways of Zimbabwe
National Railways of Zimbabwe is the state-owned railway company responsible for operating the majority of Zimbabwe’s rail transport infrastructure and services.
C. Harare–Beitbridge highway
The Harare–Beitbridge highway is a major arterial road in Zimbabwe that links the capital Harare with the Beitbridge border post to South Africa, serving as a key regional trade and transport corridor.
D. SANRAL
SANRAL is South Africa’s national roads agency responsible for the planning, construction, management, and maintenance of the country’s national road network.
E. Civil Aviation Authority of Zimbabwe
The Civil Aviation Authority of Zimbabwe is the national regulatory and oversight body responsible for managing and supervising civil aviation and airport operations throughout Zimbabwe.
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_69ad85a1829881908942c14075644d0d`	completed	March 8, 2026, 2:20 p.m.
NER	Named-entity recognition	`batch_69adb16f61248190bab10f4ac9e066f7`	completed	March 8, 2026, 5:27 p.m.
NED1	Entity disambiguation (via context triple)	`batch_69b31a7ce34c81908df0c30a41fd925c`	completed	March 12, 2026, 7:56 p.m.
NEDg	Description generation	`batch_69b31c368e4c8190a011833fce090a7d`	completed	March 12, 2026, 8:04 p.m.
NED2	Entity disambiguation (via description)	`batch_69b31d3fa6088190a5abf858c01c25bc`	completed	March 12, 2026, 8:08 p.m.

Created at: March 8, 2026, 3:12 p.m.