Triple

T12040104
Position Surface form Disambiguated ID Type / Status
Subject Bangala E286636 entity
Predicate languageBranch P1967 FINISHED
Object Bangi–Ntomba languages
The Bangi–Ntomba languages are a group of closely related Bantu languages spoken primarily in the Congo River basin of Central Africa.
 E972558 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: Bangi–Ntomba languages | Statement: [Bangala, languageBranch, Bangi–Ntomba languages]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Bangi–Ntomba languages
Context triple: [Bangala, languageBranch, Bangi–Ntomba languages]
  • A. Laiyolo–Kaili languages
    The Laiyolo–Kaili languages are a subgroup of Austronesian languages spoken in Sulawesi, Indonesia, known for their shared linguistic features within the broader Celebic branch.
  • B. Mumuye–Yendang languages
    The Mumuye–Yendang languages are a small group of closely related Adamawa languages spoken primarily in northeastern Nigeria.
  • C. Chimbu–Wahgi languages
    The Chimbu–Wahgi languages are a group of closely related Papuan languages spoken primarily in the highlands of Papua New Guinea.
  • D. Ngemba languages
    The Ngemba languages are a group of closely related Bantoid languages spoken primarily in the Grassfields region of Cameroon.
  • E. Mbum languages
    The Mbum languages are a group of closely related Niger-Congo languages spoken primarily in parts of Cameroon, the Central African Republic, and Chad.
  • 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: Bangi–Ntomba languages
Triple: [Bangala, languageBranch, Bangi–Ntomba languages]
Generated description
The Bangi–Ntomba languages are a group of closely related Bantu languages spoken primarily in the Congo River basin of Central Africa.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Bangi–Ntomba languages
Target entity description: The Bangi–Ntomba languages are a group of closely related Bantu languages spoken primarily in the Congo River basin of Central Africa.
  • A. Laiyolo–Kaili languages
    The Laiyolo–Kaili languages are a subgroup of Austronesian languages spoken in Sulawesi, Indonesia, known for their shared linguistic features within the broader Celebic branch.
  • B. Mumuye–Yendang languages
    The Mumuye–Yendang languages are a small group of closely related Adamawa languages spoken primarily in northeastern Nigeria.
  • C. Chimbu–Wahgi languages
    The Chimbu–Wahgi languages are a group of closely related Papuan languages spoken primarily in the highlands of Papua New Guinea.
  • D. Ngemba languages
    The Ngemba languages are a group of closely related Bantoid languages spoken primarily in the Grassfields region of Cameroon.
  • E. Mbum languages
    The Mbum languages are a group of closely related Niger-Congo languages spoken primarily in parts of Cameroon, the Central African Republic, and Chad.
  • 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_69f60a613054819082f7900a6ba8fbf8 completed May 2, 2026, 2:29 p.m.
NEDg Description generation batch_69f60d8456d881908b5647b77fc53780 completed May 2, 2026, 2:43 p.m.
NED2 Entity disambiguation (via description) batch_69f60e2c52b0819094c8e67286235400 completed May 2, 2026, 2:46 p.m.
Created at: April 8, 2026, 9:47 p.m.