Triple

T16617515
Position Surface form Disambiguated ID Type / Status
Subject Beti-Fang cluster E403731 entity
Predicate closelyRelatedTo P37 FINISHED
Object Bulu-Ewondo languages
The Bulu-Ewondo languages are a subgroup of Bantu languages spoken primarily in Cameroon, closely associated with the Beti-Fang linguistic and cultural area.
 E1223882 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: Bulu-Ewondo languages | Statement: [Beti-Fang cluster, closelyRelatedTo, Bulu-Ewondo languages]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Bulu-Ewondo languages
Context triple: [Beti-Fang cluster, closelyRelatedTo, Bulu-Ewondo languages]
  • A. Bongo–Baka languages
    The Bongo–Baka languages are a subgroup of Central Sudanic languages spoken primarily in parts of South Sudan and neighboring regions.
  • B. Teke–Mbede languages
    The Teke–Mbede languages are a group of closely related Bantu languages spoken primarily in Gabon and neighboring Central African countries.
  • C. Senufo languages
    Senufo languages are a group of closely related Niger-Congo languages spoken primarily in northern Côte d’Ivoire, Mali, and Burkina Faso by the Senufo people.
  • D. Potou–Tano languages
    The Potou–Tano languages are a major branch of the Kwa language family spoken primarily in West Africa, including several important languages of Ghana and neighboring countries.
  • E. 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.
  • 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: Bulu-Ewondo languages
Triple: [Beti-Fang cluster, closelyRelatedTo, Bulu-Ewondo languages]
Generated description
The Bulu-Ewondo languages are a subgroup of Bantu languages spoken primarily in Cameroon, closely associated with the Beti-Fang linguistic and cultural area.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Bulu-Ewondo languages
Target entity description: The Bulu-Ewondo languages are a subgroup of Bantu languages spoken primarily in Cameroon, closely associated with the Beti-Fang linguistic and cultural area.
  • A. Bongo–Baka languages
    The Bongo–Baka languages are a subgroup of Central Sudanic languages spoken primarily in parts of South Sudan and neighboring regions.
  • B. Teke–Mbede languages
    The Teke–Mbede languages are a group of closely related Bantu languages spoken primarily in Gabon and neighboring Central African countries.
  • C. Senufo languages
    Senufo languages are a group of closely related Niger-Congo languages spoken primarily in northern Côte d’Ivoire, Mali, and Burkina Faso by the Senufo people.
  • D. Potou–Tano languages
    The Potou–Tano languages are a major branch of the Kwa language family spoken primarily in West Africa, including several important languages of Ghana and neighboring countries.
  • E. 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.
  • 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_69d883897eb481909eaaa088ba9918d9 completed April 10, 2026, 4:58 a.m.
NER Named-entity recognition batch_69e3754ac9dc8190965197024594742b completed April 18, 2026, 12:12 p.m.
NED1 Entity disambiguation (via context triple) batch_6a007daef18481908c3628a3466300ce completed May 10, 2026, 12:44 p.m.
NEDg Description generation batch_6a007e6507208190b3f32c05a2f647bd completed May 10, 2026, 12:47 p.m.
NED2 Entity disambiguation (via description) batch_6a007f2cefa081908734a907da33a72f completed May 10, 2026, 12:50 p.m.
Created at: April 10, 2026, 5:17 a.m.