Triple

T6540807
Position Surface form Disambiguated ID Type / Status
Subject Great East Road E168281 entity
Predicate connects P390 FINISHED
Object Chipata
Chipata is a major town in eastern Zambia that serves as a commercial hub and gateway to neighboring Malawi.
 E604235 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: Chipata | Statement: [Great East Road, connects, Chipata]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Chipata
Context triple: [Great East Road, connects, Chipata]
  • A. Chingola
    Chingola is a mining town in Zambia’s Copperbelt Province, known for its large copper mines and role in the country’s mining industry.
  • B. Chamiti
    Chamiti is the summit that forms the highest peak of Mount Vermio in northern Greece.
  • C. Chingoni
    Chingoni is an alternative name for the Ngoni people, a Bantu-speaking ethnic group in southeastern Africa known for their historical migrations and military traditions.
  • D. Chitambo
    Chitambo is a historical locality in present-day Zambia best known as the place where Scottish explorer David Livingstone died in 1873.
  • E. Marondera
    Marondera is a town in eastern Zimbabwe known as an agricultural and educational center within the Mashonaland 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: Chipata
Triple: [Great East Road, connects, Chipata]
Generated description
Chipata is a major town in eastern Zambia that serves as a commercial hub and gateway to neighboring Malawi.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Chipata
Target entity description: Chipata is a major town in eastern Zambia that serves as a commercial hub and gateway to neighboring Malawi.
  • A. Chingola
    Chingola is a mining town in Zambia’s Copperbelt Province, known for its large copper mines and role in the country’s mining industry.
  • B. Chamiti
    Chamiti is the summit that forms the highest peak of Mount Vermio in northern Greece.
  • C. Chingoni
    Chingoni is an alternative name for the Ngoni people, a Bantu-speaking ethnic group in southeastern Africa known for their historical migrations and military traditions.
  • D. Chitambo
    Chitambo is a historical locality in present-day Zambia best known as the place where Scottish explorer David Livingstone died in 1873.
  • E. Marondera
    Marondera is a town in eastern Zimbabwe known as an agricultural and educational center within the Mashonaland 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_69c68a51564081909e93aee0dbd9cca3 completed March 27, 2026, 1:46 p.m.
NER Named-entity recognition batch_69c6add7369c8190919cd7c07012a994 completed March 27, 2026, 4:18 p.m.
NED1 Entity disambiguation (via context triple) batch_69c6d53edf108190b74098b41c143a65 completed March 27, 2026, 7:06 p.m.
NEDg Description generation batch_69c6d6acc2208190ac47c60bb896c1cd completed March 27, 2026, 7:12 p.m.
NED2 Entity disambiguation (via description) batch_69c6d837a5248190b0afb39174ac3922 completed March 27, 2026, 7:19 p.m.
Created at: March 27, 2026, 1:50 p.m.