Triple

T11424241
Position Surface form Disambiguated ID Type / Status
Subject Moru–Madi languages E270703 entity
Predicate hasMemberLanguage P7390 FINISHED
Object Lugbara–Ma’di cluster
The Lugbara–Ma’di cluster is a group of closely related Central Sudanic languages spoken primarily in northwestern Uganda and neighboring regions of South Sudan and the Democratic Republic of the Congo.
E924698 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: Lugbara–Ma’di cluster | Statement: [Moru–Madi languages, hasMemberLanguage, Lugbara–Ma’di cluster]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Lugbara–Ma’di cluster
Context triple: [Moru–Madi languages, hasMemberLanguage, Lugbara–Ma’di cluster]
  • A. Chiga–Nyankore cluster
    The Chiga–Nyankore cluster is a group of closely related Bantu languages spoken primarily in southwestern Uganda and neighboring regions.
  • B. Acholi sub-region
    The Acholi sub-region is a cultural and administrative area in northern Uganda that serves as the traditional homeland of the Acholi people.
  • C. Karamoja region
    The Karamoja region is a remote, semi-arid area in northeastern Uganda known for its pastoralist communities, rugged landscapes, and significant wildlife conservation areas.
  • D. Dutsin-Ma
    Dutsin-Ma is a town in northern Nigeria known for hosting the Federal University Dutsin-Ma and serving as an important local commercial and educational center.
  • E. Kidepo Toposa
    Kidepo Toposa is a regional dialect of the Toposa language spoken by Toposa communities in the Kidepo area of South Sudan.
  • 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: Lugbara–Ma’di cluster
Triple: [Moru–Madi languages, hasMemberLanguage, Lugbara–Ma’di cluster]
Generated description
The Lugbara–Ma’di cluster is a group of closely related Central Sudanic languages spoken primarily in northwestern Uganda and neighboring regions of South Sudan and the Democratic Republic of the Congo.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Lugbara–Ma’di cluster
Target entity description: The Lugbara–Ma’di cluster is a group of closely related Central Sudanic languages spoken primarily in northwestern Uganda and neighboring regions of South Sudan and the Democratic Republic of the Congo.
  • A. Chiga–Nyankore cluster
    The Chiga–Nyankore cluster is a group of closely related Bantu languages spoken primarily in southwestern Uganda and neighboring regions.
  • B. Acholi sub-region
    The Acholi sub-region is a cultural and administrative area in northern Uganda that serves as the traditional homeland of the Acholi people.
  • C. Karamoja region
    The Karamoja region is a remote, semi-arid area in northeastern Uganda known for its pastoralist communities, rugged landscapes, and significant wildlife conservation areas.
  • D. Dutsin-Ma
    Dutsin-Ma is a town in northern Nigeria known for hosting the Federal University Dutsin-Ma and serving as an important local commercial and educational center.
  • E. Kidepo Toposa
    Kidepo Toposa is a regional dialect of the Toposa language spoken by Toposa communities in the Kidepo area of South Sudan.
  • 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_69d6aadeef688190874bcecd88b3dd9b completed April 8, 2026, 7:22 p.m.
NER Named-entity recognition batch_69d806be9c2c819084da13101cbb6c81 completed April 9, 2026, 8:06 p.m.
NED1 Entity disambiguation (via context triple) batch_69e5b8b553808190bf8b40d9b03e12b7 completed April 20, 2026, 5:25 a.m.
NEDg Description generation batch_69e5c28e2dd481909b45a43b5825f393 completed April 20, 2026, 6:07 a.m.
NED2 Entity disambiguation (via description) batch_69e5c4722c348190a4c49edb1f6df240 completed April 20, 2026, 6:15 a.m.
Created at: April 8, 2026, 9:35 p.m.