Triple

T11507482
Position Surface form Disambiguated ID Type / Status
Subject Mzuzu E272822 entity
Predicate hasRoadConnectionTo P11435 FINISHED
Object Mzimba
Mzimba is a town in northern Malawi that serves as the administrative center of Mzimba District, known for its agricultural activities and Ngoni cultural heritage.
 E929877 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: Mzimba | Statement: [Mzuzu, hasRoadConnectionTo, Mzimba]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Mzimba
Context triple: [Mzuzu, hasRoadConnectionTo, Mzimba]
  • A. Mzuzu
    Mzuzu is a major city in northern Malawi known as an important commercial and administrative center for the region.
  • B. Mpondo
    The Mpondo are a Southern African ethnic group closely related to the Xhosa, known for their distinct language variety, cultural traditions, and historical kingdom in what is now South Africa’s Eastern Cape.
  • C. Njomza
    Njomza is a Kosovo-born, Chicago-raised singer-songwriter known for her R&B-influenced pop music and for co-writing major hits like Ariana Grande’s “7 Rings.”
  • D. Umhlanga
    Umhlanga is an affluent coastal resort town on South Africa’s KwaZulu-Natal north coast, known for its beaches, luxury hotels, and major commercial and residential developments.
  • E. Mbabane
    Mbabane is the largest city and administrative center of Eswatini, located in the country's western highlands.
  • 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: Mzimba
Triple: [Mzuzu, hasRoadConnectionTo, Mzimba]
Generated description
Mzimba is a town in northern Malawi that serves as the administrative center of Mzimba District, known for its agricultural activities and Ngoni cultural heritage.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Mzimba
Target entity description: Mzimba is a town in northern Malawi that serves as the administrative center of Mzimba District, known for its agricultural activities and Ngoni cultural heritage.
  • A. Mzuzu
    Mzuzu is a major city in northern Malawi known as an important commercial and administrative center for the region.
  • B. Mpondo
    The Mpondo are a Southern African ethnic group closely related to the Xhosa, known for their distinct language variety, cultural traditions, and historical kingdom in what is now South Africa’s Eastern Cape.
  • C. Njomza
    Njomza is a Kosovo-born, Chicago-raised singer-songwriter known for her R&B-influenced pop music and for co-writing major hits like Ariana Grande’s “7 Rings.”
  • D. Umhlanga
    Umhlanga is an affluent coastal resort town on South Africa’s KwaZulu-Natal north coast, known for its beaches, luxury hotels, and major commercial and residential developments.
  • E. Mbabane
    Mbabane is the largest city and administrative center of Eswatini, located in the country's western highlands.
  • 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_69d6aae2c3748190bed2ea50dfb160dc completed April 8, 2026, 7:22 p.m.
NER Named-entity recognition batch_69d86db43a648190be859bec2fe9f43b completed April 10, 2026, 3:25 a.m.
NED1 Entity disambiguation (via context triple) batch_69e624e6e5b88190a2c64dcea1d7791b completed April 20, 2026, 1:06 p.m.
NEDg Description generation batch_69e62cf224f881908badcdab6aea1aef completed April 20, 2026, 1:41 p.m.
NED2 Entity disambiguation (via description) batch_69e663ffedfc8190a2b51995c62d1e6b completed April 20, 2026, 5:36 p.m.
Created at: April 8, 2026, 9:36 p.m.