Triple

T2466811
Position Surface form Disambiguated ID Type / Status
Subject Adamawa–Ubangi languages E55269 entity
Predicate hasNotableLanguage P7390 FINISHED
Object Bena–Mboi languages
The Bena–Mboi languages are a small group of closely related Niger–Congo languages spoken primarily in northeastern Nigeria.
E274484 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: Bena–Mboi languages | Statement: [Adamawa–Ubangi languages, hasNotableLanguage, Bena–Mboi languages]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Bena–Mboi languages
Context triple: [Adamawa–Ubangi languages, hasNotableLanguage, Bena–Mboi languages]
  • A. Teke–Mbede languages
    The Teke–Mbede languages are a group of closely related Bantu languages spoken primarily in Gabon and neighboring Central African countries.
  • B. Bongo–Bagirmi languages
    The Bongo–Bagirmi languages are a subgroup of Central Sudanic languages spoken primarily in South Sudan, Chad, and the Central African Republic.
  • C. Adamawa–Ubangi languages
    Adamawa–Ubangi languages are a diverse branch of the Niger–Congo language family spoken primarily in central Africa, including parts of Nigeria, Cameroon, the Central African Republic, and surrounding regions.
  • D. Sabaki languages
    The Sabaki languages are a subgroup of Bantu languages spoken along the East African coast and nearby regions, including well-known varieties such as Swahili.
  • E. Songhay languages
    The Songhay languages are a group of closely related Nilo-Saharan languages spoken primarily along the Niger River in Mali, Niger, and neighboring West African countries.
  • 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: Bena–Mboi languages
Triple: [Adamawa–Ubangi languages, hasNotableLanguage, Bena–Mboi languages]
Generated description
The Bena–Mboi languages are a small group of closely related Niger–Congo languages spoken primarily in northeastern Nigeria.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Bena–Mboi languages
Target entity description: The Bena–Mboi languages are a small group of closely related Niger–Congo languages spoken primarily in northeastern Nigeria.
  • A. Teke–Mbede languages
    The Teke–Mbede languages are a group of closely related Bantu languages spoken primarily in Gabon and neighboring Central African countries.
  • B. Bongo–Bagirmi languages
    The Bongo–Bagirmi languages are a subgroup of Central Sudanic languages spoken primarily in South Sudan, Chad, and the Central African Republic.
  • C. Adamawa–Ubangi languages
    Adamawa–Ubangi languages are a diverse branch of the Niger–Congo language family spoken primarily in central Africa, including parts of Nigeria, Cameroon, the Central African Republic, and surrounding regions.
  • D. Sabaki languages
    The Sabaki languages are a subgroup of Bantu languages spoken along the East African coast and nearby regions, including well-known varieties such as Swahili.
  • E. Songhay languages
    The Songhay languages are a group of closely related Nilo-Saharan languages spoken primarily along the Niger River in Mali, Niger, and neighboring West African countries.
  • 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_69ab49e3622c8190ad22afa2c4fbb807 completed March 6, 2026, 9:40 p.m.
NER Named-entity recognition batch_69abd13310a8819095fd70672f933aa3 completed March 7, 2026, 7:18 a.m.
NED1 Entity disambiguation (via context triple) batch_69af2b7af0d4819080fda496670bc5d7 completed March 9, 2026, 8:20 p.m.
NEDg Description generation batch_69af4e3c7c5c81909b434bf26a130a23 completed March 9, 2026, 10:48 p.m.
NED2 Entity disambiguation (via description) batch_69af4e8f62f88190859f11c3e1623c89 completed March 9, 2026, 10:49 p.m.
Created at: March 6, 2026, 9:44 p.m.