Triple

T14667108
Position Surface form Disambiguated ID Type / Status
Subject Central Province E344406 entity
Predicate hasTown P847 FINISHED
Object Chisamba
Chisamba is a town in Zambia known for its agricultural activities and location along the Great North Road between Lusaka and Kabwe.
E1115497 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: Chisamba | Statement: [Central Province, hasTown, Chisamba]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Chisamba
Context triple: [Central Province, hasTown, Chisamba]
  • A. Chitambo
    Chitambo is a historical locality in present-day Zambia best known as the place where Scottish explorer David Livingstone died in 1873.
  • B. Zvimba
    Zvimba is a town in northern Zimbabwe located within Mashonaland West Province, known primarily as a rural administrative and farming center.
  • C. Kamwambie
    "Kamwambie" is a popular song by Tanzanian Bongo Flava artist Diamond Platnumz that helped establish his early fame in East Africa.
  • D. Chilomoni
    Chilomoni is a residential suburb of Blantyre in southern Malawi, known for its dense population and local markets.
  • E. Chirumanzu
    Chirumanzu is a town in central Zimbabwe that serves as one of the key local centers within the Midlands Province.
  • 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: Chisamba
Triple: [Central Province, hasTown, Chisamba]
Generated description
Chisamba is a town in Zambia known for its agricultural activities and location along the Great North Road between Lusaka and Kabwe.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Chisamba
Target entity description: Chisamba is a town in Zambia known for its agricultural activities and location along the Great North Road between Lusaka and Kabwe.
  • A. Chitambo
    Chitambo is a historical locality in present-day Zambia best known as the place where Scottish explorer David Livingstone died in 1873.
  • B. Zvimba
    Zvimba is a town in northern Zimbabwe located within Mashonaland West Province, known primarily as a rural administrative and farming center.
  • C. Kamwambie
    "Kamwambie" is a popular song by Tanzanian Bongo Flava artist Diamond Platnumz that helped establish his early fame in East Africa.
  • D. Chilomoni
    Chilomoni is a residential suburb of Blantyre in southern Malawi, known for its dense population and local markets.
  • E. Chirumanzu
    Chirumanzu is a town in central Zimbabwe that serves as one of the key local centers within the Midlands Province.
  • 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_69d822e283fc8190a0e4c235cf880052 completed April 9, 2026, 10:06 p.m.
NER Named-entity recognition batch_69deb54dda1c8190bf16d17e26a2bba6 completed April 14, 2026, 9:44 p.m.
NED1 Entity disambiguation (via context triple) batch_69fdf07c7fa88190bb09f2f444d69786 completed May 8, 2026, 2:17 p.m.
NEDg Description generation batch_69fdf2843a1c8190a14f4ac4d3157e05 completed May 8, 2026, 2:26 p.m.
NED2 Entity disambiguation (via description) batch_69fdf35ce9c48190b3a107bda3ffd126 completed May 8, 2026, 2:29 p.m.
Created at: April 10, 2026, 1:27 a.m.