Triple

T14497209
Position Surface form Disambiguated ID Type / Status
Subject Blantyre E359531 entity
Predicate hasInstitution P186 FINISHED
Object Malawi University of Business and Applied Sciences
Malawi University of Business and Applied Sciences is a public higher education institution in Malawi specializing in business, commerce, and applied science programs.
E1103256 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: Malawi University of Business and Applied Sciences | Statement: [Blantyre, hasInstitution, Malawi University of Business and Applied Sciences]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Malawi University of Business and Applied Sciences
Context triple: [Blantyre, hasInstitution, Malawi University of Business and Applied Sciences]
  • A. University of Zambia
    The University of Zambia is the largest and oldest public university in Zambia, recognized as the country’s premier institution for higher education and research.
  • B. University of Lusaka
    The University of Lusaka is a private higher education institution in Zambia’s capital that offers a range of undergraduate and postgraduate programs across fields such as business, law, health sciences, and social sciences.
  • C. Mzuzu University
    Mzuzu University is a public higher education institution in Malawi known for offering diverse academic programs and serving as a key center for learning and research in the northern region of the country.
  • D. Copperbelt University
    Copperbelt University is a major public university in Zambia known for its programs in engineering, natural sciences, business, and environmental studies.
  • E. Busoga University
    Busoga University is a private higher education institution in Uganda that offers a range of undergraduate and postgraduate programs, particularly serving students from the Busoga sub-region.
  • 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: Malawi University of Business and Applied Sciences
Triple: [Blantyre, hasInstitution, Malawi University of Business and Applied Sciences]
Generated description
Malawi University of Business and Applied Sciences is a public higher education institution in Malawi specializing in business, commerce, and applied science programs.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Malawi University of Business and Applied Sciences
Target entity description: Malawi University of Business and Applied Sciences is a public higher education institution in Malawi specializing in business, commerce, and applied science programs.
  • A. University of Zambia
    The University of Zambia is the largest and oldest public university in Zambia, recognized as the country’s premier institution for higher education and research.
  • B. University of Lusaka
    The University of Lusaka is a private higher education institution in Zambia’s capital that offers a range of undergraduate and postgraduate programs across fields such as business, law, health sciences, and social sciences.
  • C. Mzuzu University
    Mzuzu University is a public higher education institution in Malawi known for offering diverse academic programs and serving as a key center for learning and research in the northern region of the country.
  • D. Copperbelt University
    Copperbelt University is a major public university in Zambia known for its programs in engineering, natural sciences, business, and environmental studies.
  • E. Busoga University
    Busoga University is a private higher education institution in Uganda that offers a range of undergraduate and postgraduate programs, particularly serving students from the Busoga sub-region.
  • 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_69d8279740308190af9df93a3af8592e completed April 9, 2026, 10:26 p.m.
NER Named-entity recognition batch_69de9311cc748190880c784f173b7f2b completed April 14, 2026, 7:18 p.m.
NED1 Entity disambiguation (via context triple) batch_69fd6d9731588190b27a826582e5fc6d completed May 8, 2026, 4:59 a.m.
NEDg Description generation batch_69fd6f82453481909a3e1b032f30a7a5 completed May 8, 2026, 5:07 a.m.
NED2 Entity disambiguation (via description) batch_69fd708521c881909863b7cd3fc4a313 completed May 8, 2026, 5:11 a.m.
Created at: April 10, 2026, 1:21 a.m.