Triple

T16751661
Position Surface form Disambiguated ID Type / Status
Subject Beti–Pahuin languages E407094 entity
Predicate closelyRelatedTo P37 FINISHED
Object Makaa–Njem languages
The Makaa–Njem languages are a group of closely related Bantu languages spoken primarily in southern Cameroon, Gabon, and neighboring Central African regions.
 E1233148 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: Makaa–Njem languages | Statement: [Beti–Pahuin languages, closelyRelatedTo, Makaa–Njem languages]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Makaa–Njem languages
Context triple: [Beti–Pahuin languages, closelyRelatedTo, Makaa–Njem 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. Sere–Mba languages
    The Sere–Mba languages are a subgroup of Ubangian languages spoken in parts of Central Africa, characterized by shared phonological and grammatical features that distinguish them within the Niger–Congo family.
  • C. Ngemba languages
    The Ngemba languages are a group of closely related Bantoid languages spoken primarily in the Grassfields region of Cameroon.
  • D. Ayere–Ahan languages
    The Ayere–Ahan languages are a small subgroup of closely related Niger-Congo languages spoken primarily in southwestern Nigeria.
  • E. Teke–Mbede languages
    The Teke–Mbede languages are a group of closely related Bantu languages spoken primarily in Gabon and neighboring Central 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: Makaa–Njem languages
Triple: [Beti–Pahuin languages, closelyRelatedTo, Makaa–Njem languages]
Generated description
The Makaa–Njem languages are a group of closely related Bantu languages spoken primarily in southern Cameroon, Gabon, and neighboring Central African regions.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Makaa–Njem languages
Target entity description: The Makaa–Njem languages are a group of closely related Bantu languages spoken primarily in southern Cameroon, Gabon, and neighboring Central African regions.
  • 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. Sere–Mba languages
    The Sere–Mba languages are a subgroup of Ubangian languages spoken in parts of Central Africa, characterized by shared phonological and grammatical features that distinguish them within the Niger–Congo family.
  • C. Ngemba languages
    The Ngemba languages are a group of closely related Bantoid languages spoken primarily in the Grassfields region of Cameroon.
  • D. Ayere–Ahan languages
    The Ayere–Ahan languages are a small subgroup of closely related Niger-Congo languages spoken primarily in southwestern Nigeria.
  • E. Teke–Mbede languages
    The Teke–Mbede languages are a group of closely related Bantu languages spoken primarily in Gabon and neighboring Central 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_69d8838ffb088190a0b11149929006bf completed April 10, 2026, 4:58 a.m.
NER Named-entity recognition batch_69e3aa271de48190b4a535408aeef734 completed April 18, 2026, 3:58 p.m.
NED1 Entity disambiguation (via context triple) batch_6a00aaf588bc8190adcc512eaa8d91e8 completed May 10, 2026, 3:57 p.m.
NEDg Description generation batch_6a00ac0e10648190803bf962a4677104 completed May 10, 2026, 4:02 p.m.
NED2 Entity disambiguation (via description) batch_6a00acc658f881908db64ebfa5a86f84 completed May 10, 2026, 4:05 p.m.
Created at: April 10, 2026, 5:21 a.m.