Triple

T7544158
Position Surface form Disambiguated ID Type / Status
Subject Ubangian E178353 entity
Predicate hasSubgroup P747 FINISHED
Object 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.
 E674549 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: Sere–Mba languages | Statement: [Ubangian, hasSubgroup, Sere–Mba languages]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Sere–Mba languages
Context triple: [Ubangian, hasSubgroup, Sere–Mba 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. Bena–Mboi languages
    The Bena–Mboi languages are a small group of closely related Niger–Congo languages spoken primarily in northeastern Nigeria.
  • C. 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.
  • D. 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.
  • E. 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.
  • 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: Sere–Mba languages
Triple: [Ubangian, hasSubgroup, Sere–Mba languages]
Generated description
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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Sere–Mba languages
Target entity description: 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.
  • 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. Bena–Mboi languages
    The Bena–Mboi languages are a small group of closely related Niger–Congo languages spoken primarily in northeastern Nigeria.
  • C. 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.
  • D. 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.
  • E. 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.
  • 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_69c69f2be3888190a6667a27f8f195e9 completed March 27, 2026, 3:15 p.m.
NER Named-entity recognition batch_69c6f896a27481908b2e120208f268e7 completed March 27, 2026, 9:37 p.m.
NED1 Entity disambiguation (via context triple) batch_69c8614c958081908021a0341dc29725 completed March 28, 2026, 11:16 p.m.
NEDg Description generation batch_69c861fd13bc8190a9ef4214267c85b5 completed March 28, 2026, 11:19 p.m.
NED2 Entity disambiguation (via description) batch_69c862a2f6808190942a22bf93994408 completed March 28, 2026, 11:22 p.m.
Created at: March 27, 2026, 3:48 p.m.