Triple

T20092452
Position Surface form Disambiguated ID Type / Status
Subject A1 highway (Botswana) E496305 entity
Predicate maintainedBy P86 FINISHED
Object Botswana Ministry of Transport and Public Works
The Botswana Ministry of Transport and Public Works is a government department responsible for developing, managing, and maintaining Botswana’s national transport infrastructure and public works.
E1409674 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: Botswana Ministry of Transport and Public Works | Statement: [A1 highway (Botswana), maintainedBy, Botswana Ministry of Transport and Public Works]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Botswana Ministry of Transport and Public Works
Context triple: [A1 highway (Botswana), maintainedBy, Botswana Ministry of Transport and Public Works]
  • A. 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.
  • B. Public Service Commission of Botswana
    The Public Service Commission of Botswana is an independent constitutional body responsible for overseeing the recruitment, promotion, and discipline of public servants in Botswana’s civil service.
  • C. 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.
  • D. Ministry of Finance of Botswana
    The Ministry of Finance of Botswana is the national government department responsible for managing the country’s public finances, including budgeting, fiscal policy, and economic planning.
  • E. Botswana rail network
    The Botswana rail network is the system of railway lines that serves as a key freight and passenger transport backbone within Botswana and links the country to neighboring states in Southern Africa.
  • 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: Botswana Ministry of Transport and Public Works
Triple: [A1 highway (Botswana), maintainedBy, Botswana Ministry of Transport and Public Works]
Generated description
The Botswana Ministry of Transport and Public Works is a government department responsible for developing, managing, and maintaining Botswana’s national transport infrastructure and public works.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Botswana Ministry of Transport and Public Works
Target entity description: The Botswana Ministry of Transport and Public Works is a government department responsible for developing, managing, and maintaining Botswana’s national transport infrastructure and public works.
  • A. 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.
  • B. Public Service Commission of Botswana
    The Public Service Commission of Botswana is an independent constitutional body responsible for overseeing the recruitment, promotion, and discipline of public servants in Botswana’s civil service.
  • C. 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.
  • D. Ministry of Finance of Botswana
    The Ministry of Finance of Botswana is the national government department responsible for managing the country’s public finances, including budgeting, fiscal policy, and economic planning.
  • E. Botswana rail network
    The Botswana rail network is the system of railway lines that serves as a key freight and passenger transport backbone within Botswana and links the country to neighboring states in Southern Africa.
  • 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_69da626eee3881909f3454986d4a6511 completed April 11, 2026, 3:02 p.m.
NER Named-entity recognition batch_69e66668db8881908c43b1deef9af1d3 completed April 20, 2026, 5:46 p.m.
NED1 Entity disambiguation (via context triple) batch_6a081f4e5b8c81909c170e7a2103f667 completed May 16, 2026, 7:39 a.m.
NEDg Description generation batch_6a081ff7022c81908859a7f5b6a3506d completed May 16, 2026, 7:42 a.m.
NED2 Entity disambiguation (via description) batch_6a08209cbaf88190b2a6d1284fc02228 completed May 16, 2026, 7:45 a.m.
Created at: April 11, 2026, 11:22 p.m.