Triple

T12040027
Position Surface form Disambiguated ID Type / Status
Subject Bemba language E286634 entity
Predicate hasDialects P4251 FINISHED
Object Luapula Bemba
Luapula Bemba is a regional variety of the Bemba language spoken primarily in Zambia’s Luapula Province and surrounding areas.
E961501 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: Luapula Bemba | Statement: [Bemba language, hasDialects, Luapula Bemba]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Luapula Bemba
Context triple: [Bemba language, hasDialects, Luapula Bemba]
  • A. Jean-Pierre Bemba
    Jean-Pierre Bemba is a Congolese politician and former rebel leader who served as vice president of the Democratic Republic of the Congo and was tried by the International Criminal Court for war crimes and crimes against humanity.
  • B. Disashi Lumumba-Kasongo
    Disashi Lumumba-Kasongo is an American musician best known as the guitarist and backing vocalist for the alternative hip hop band Gym Class Heroes.
  • C. Inshuti Mu Buzima
    Inshuti Mu Buzima is the Rwandan branch of Partners In Health, working with the government to strengthen the health system and deliver high-quality care in rural communities.
  • D. Ngola Kabangu
    Ngola Kabangu is an Angolan politician who served as a prominent leader of the National Liberation Front of Angola (FNLA), one of the country’s historic liberation movements.
  • E. Laurent-Désiré Kabila
    Laurent-Désiré Kabila was a Congolese revolutionary and politician who became president of the Democratic Republic of the Congo in 1997 after overthrowing Mobutu Sese Seko and led the country during the early years of the Second Congo War.
  • 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: Luapula Bemba
Triple: [Bemba language, hasDialects, Luapula Bemba]
Generated description
Luapula Bemba is a regional variety of the Bemba language spoken primarily in Zambia’s Luapula Province and surrounding areas.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Luapula Bemba
Target entity description: Luapula Bemba is a regional variety of the Bemba language spoken primarily in Zambia’s Luapula Province and surrounding areas.
  • A. Jean-Pierre Bemba
    Jean-Pierre Bemba is a Congolese politician and former rebel leader who served as vice president of the Democratic Republic of the Congo and was tried by the International Criminal Court for war crimes and crimes against humanity.
  • B. Disashi Lumumba-Kasongo
    Disashi Lumumba-Kasongo is an American musician best known as the guitarist and backing vocalist for the alternative hip hop band Gym Class Heroes.
  • C. Inshuti Mu Buzima
    Inshuti Mu Buzima is the Rwandan branch of Partners In Health, working with the government to strengthen the health system and deliver high-quality care in rural communities.
  • D. Ngola Kabangu
    Ngola Kabangu is an Angolan politician who served as a prominent leader of the National Liberation Front of Angola (FNLA), one of the country’s historic liberation movements.
  • E. Laurent-Désiré Kabila
    Laurent-Désiré Kabila was a Congolese revolutionary and politician who became president of the Democratic Republic of the Congo in 1997 after overthrowing Mobutu Sese Seko and led the country during the early years of the Second Congo War.
  • 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_69d6ab4669e48190b59246358b0383ab completed April 8, 2026, 7:23 p.m.
NER Named-entity recognition batch_69d9040c1a6c8190aea1388e82dd8f5a completed April 10, 2026, 2:07 p.m.
NED1 Entity disambiguation (via context triple) batch_69f49d9937a08190b2f606a1e55733b5 completed May 1, 2026, 12:33 p.m.
NEDg Description generation batch_69f53d9460bc8190869f2b7d095d98cb completed May 1, 2026, 11:56 p.m.
NED2 Entity disambiguation (via description) batch_69f564b826ec819098906cf735e45093 completed May 2, 2026, 2:43 a.m.
Created at: April 8, 2026, 9:47 p.m.