Triple

T12409160
Position Surface form Disambiguated ID Type / Status
Subject Northwest Bantu E296467 entity
Predicate hasMemberLanguage P7390 FINISHED
Object Mundang-Beti languages
The Mundang-Beti languages are a subgroup of Northwest Bantu languages spoken primarily in parts of Central Africa, especially in Cameroon and neighboring regions.
 E992972 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: Mundang-Beti languages | Statement: [Northwest Bantu, hasMemberLanguage, Mundang-Beti languages]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Mundang-Beti languages
Context triple: [Northwest Bantu, hasMemberLanguage, Mundang-Beti languages]
  • A. Bungku–Tolaki languages
    The Bungku–Tolaki languages are a subgroup of Austronesian languages spoken primarily in southeastern Sulawesi, Indonesia, known for their shared phonological and grammatical features within the Celebic branch.
  • B. Alor–Pantar languages
    The Alor–Pantar languages are a group of non-Austronesian (Papuan) languages spoken primarily on the Alor and Pantar islands in eastern Indonesia, noted for their complex morphology and typological diversity.
  • C. Mumuye–Yendang languages
    The Mumuye–Yendang languages are a small group of closely related Adamawa languages spoken primarily in northeastern Nigeria.
  • D. Timor–Babar languages
    The Timor–Babar languages are a subgroup of Austronesian languages spoken primarily on Timor and nearby islands in eastern Indonesia, noted for their complex phonologies and diverse grammatical structures.
  • E. Kove–Mangseng languages
    The Kove–Mangseng languages are a small subgroup of closely related Oceanic languages spoken in parts of Papua New Guinea.
  • 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: Mundang-Beti languages
Triple: [Northwest Bantu, hasMemberLanguage, Mundang-Beti languages]
Generated description
The Mundang-Beti languages are a subgroup of Northwest Bantu languages spoken primarily in parts of Central Africa, especially in Cameroon and neighboring regions.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Mundang-Beti languages
Target entity description: The Mundang-Beti languages are a subgroup of Northwest Bantu languages spoken primarily in parts of Central Africa, especially in Cameroon and neighboring regions.
  • A. Bungku–Tolaki languages
    The Bungku–Tolaki languages are a subgroup of Austronesian languages spoken primarily in southeastern Sulawesi, Indonesia, known for their shared phonological and grammatical features within the Celebic branch.
  • B. Alor–Pantar languages
    The Alor–Pantar languages are a group of non-Austronesian (Papuan) languages spoken primarily on the Alor and Pantar islands in eastern Indonesia, noted for their complex morphology and typological diversity.
  • C. Mumuye–Yendang languages
    The Mumuye–Yendang languages are a small group of closely related Adamawa languages spoken primarily in northeastern Nigeria.
  • D. Timor–Babar languages
    The Timor–Babar languages are a subgroup of Austronesian languages spoken primarily on Timor and nearby islands in eastern Indonesia, noted for their complex phonologies and diverse grammatical structures.
  • E. Kove–Mangseng languages
    The Kove–Mangseng languages are a small subgroup of closely related Oceanic languages spoken in parts of Papua New Guinea.
  • 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_69d6ad9f464c81909db36d7e96e34b9e completed April 8, 2026, 7:33 p.m.
NER Named-entity recognition batch_69d94d4b86c88190afba0de15b34eee9 completed April 10, 2026, 7:19 p.m.
NED1 Entity disambiguation (via context triple) batch_69f65ea28b508190a2467b9af195e4ed completed May 2, 2026, 8:29 p.m.
NEDg Description generation batch_69f661369d608190b7b4f8b2bcf6e9b3 completed May 2, 2026, 8:40 p.m.
NED2 Entity disambiguation (via description) batch_69f661b369fc81909ced522d7057589e completed May 2, 2026, 8:42 p.m.
Created at: April 8, 2026, 9:55 p.m.