Triple

T7152204
Position Surface form Disambiguated ID Type / Status
Subject Lilongwe E166716 entity
Predicate governingBody P46 FINISHED
Object Lilongwe City Council
Lilongwe City Council is the local government authority responsible for municipal administration, services, and urban development in Malawi’s capital city, Lilongwe.
E646083 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: Lilongwe City Council | Statement: [Lilongwe, governingBody, Lilongwe City Council]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Lilongwe City Council
Context triple: [Lilongwe, governingBody, Lilongwe City Council]
  • A. Lusaka City Council
    Lusaka City Council is the local government authority responsible for municipal administration, services, and urban governance in Zambia’s capital city, Lusaka.
  • B. Lilongwe
    Lilongwe is the largest city and administrative and political center of Malawi, located in the country’s central region.
  • C. Lusaka District
    Lusaka District is an administrative district in Zambia that encompasses the nation’s capital city, Lusaka, and serves as a key political and economic hub of the country.
  • D. Bulawayo City Council
    Bulawayo City Council is the local government authority responsible for administering municipal services, infrastructure, and development in Zimbabwe’s second-largest city, Bulawayo.
  • E. Chongwe District
    Chongwe District is an administrative district in Zambia’s Lusaka Province, located east of the capital and serving as a key transit area along the route toward the country’s eastern regions.
  • 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: Lilongwe City Council
Triple: [Lilongwe, governingBody, Lilongwe City Council]
Generated description
Lilongwe City Council is the local government authority responsible for municipal administration, services, and urban development in Malawi’s capital city, Lilongwe.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Lilongwe City Council
Target entity description: Lilongwe City Council is the local government authority responsible for municipal administration, services, and urban development in Malawi’s capital city, Lilongwe.
  • A. Lusaka City Council
    Lusaka City Council is the local government authority responsible for municipal administration, services, and urban governance in Zambia’s capital city, Lusaka.
  • B. Lilongwe
    Lilongwe is the largest city and administrative and political center of Malawi, located in the country’s central region.
  • C. Lusaka District
    Lusaka District is an administrative district in Zambia that encompasses the nation’s capital city, Lusaka, and serves as a key political and economic hub of the country.
  • D. Bulawayo City Council
    Bulawayo City Council is the local government authority responsible for administering municipal services, infrastructure, and development in Zimbabwe’s second-largest city, Bulawayo.
  • E. Chongwe District
    Chongwe District is an administrative district in Zambia’s Lusaka Province, located east of the capital and serving as a key transit area along the route toward the country’s eastern regions.
  • 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_69c68886779c8190a8e3fbabffe68253 completed March 27, 2026, 1:39 p.m.
NER Named-entity recognition batch_69c6e7f3e4a88190a3110f2368262528 completed March 27, 2026, 8:26 p.m.
NED1 Entity disambiguation (via context triple) batch_69c7adad45208190a8e09173a4d26591 completed March 28, 2026, 10:30 a.m.
NEDg Description generation batch_69c7aeb1c59c8190b02fcb731003ad31 completed March 28, 2026, 10:34 a.m.
NED2 Entity disambiguation (via description) batch_69c7af2ad8a081909185cfd3a3d4e4d0 completed March 28, 2026, 10:36 a.m.
Created at: March 27, 2026, 2:46 p.m.