Triple

T721244
Position Surface form Disambiguated ID Type / Status
Subject Fang language E14619 entity
Predicate closelyRelatedTo P37 FINISHED
Object Beti languages
The Beti languages are a group of closely related Bantu languages spoken primarily in Cameroon, Equatorial Guinea, and neighboring regions of Central Africa.
E87001 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: Beti languages | Statement: [Fang language, closelyRelatedTo, Beti languages]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Beti languages
Context triple: [Fang language, closelyRelatedTo, Beti languages]
  • A. Batanic languages
    Batanic languages are a small subgroup of Austronesian languages spoken primarily in the Batanes Islands of the northern Philippines and parts of Taiwan, known for their unique phonological and lexical features.
  • B. Khoe languages
    Khoe languages are a branch of southern African languages spoken mainly by Khoe peoples, known for their use of click consonants and distinct grammatical structures.
  • C. Muna–Buton languages
    The Muna–Buton languages are a subgroup of Austronesian languages spoken primarily in southeastern Sulawesi and nearby islands in Indonesia.
  • D. Maban languages
    Maban languages are a small group of closely related Nilo-Saharan languages spoken primarily in eastern Chad and western Sudan.
  • E. Taman languages
    Taman languages are a small group of closely related Nilo-Saharan languages spoken primarily in eastern Chad and western Sudan.
  • 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: Beti languages
Triple: [Fang language, closelyRelatedTo, Beti languages]
Generated description
The Beti languages are a group of closely related Bantu languages spoken primarily in Cameroon, Equatorial Guinea, and neighboring regions of Central Africa.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Beti languages
Target entity description: The Beti languages are a group of closely related Bantu languages spoken primarily in Cameroon, Equatorial Guinea, and neighboring regions of Central Africa.
  • A. Batanic languages
    Batanic languages are a small subgroup of Austronesian languages spoken primarily in the Batanes Islands of the northern Philippines and parts of Taiwan, known for their unique phonological and lexical features.
  • B. Khoe languages
    Khoe languages are a branch of southern African languages spoken mainly by Khoe peoples, known for their use of click consonants and distinct grammatical structures.
  • C. Muna–Buton languages
    The Muna–Buton languages are a subgroup of Austronesian languages spoken primarily in southeastern Sulawesi and nearby islands in Indonesia.
  • D. Maban languages
    Maban languages are a small group of closely related Nilo-Saharan languages spoken primarily in eastern Chad and western Sudan.
  • E. Taman languages
    Taman languages are a small group of closely related Nilo-Saharan languages spoken primarily in eastern Chad and western Sudan.
  • 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_69a4934c753c81909b309027e48b9b3a completed March 1, 2026, 7:28 p.m.
NER Named-entity recognition batch_69a4a58fa41c819082de2cc4e0cb2943 completed March 1, 2026, 8:46 p.m.
NED1 Entity disambiguation (via context triple) batch_69a63759d6108190adcdeac45e4c7766 completed March 3, 2026, 1:20 a.m.
NEDg Description generation batch_69a63b158dc881909da0b90f498e9a43 completed March 3, 2026, 1:36 a.m.
NED2 Entity disambiguation (via description) batch_69a63eccc5a08190b39b7818dc61591c completed March 3, 2026, 1:52 a.m.
Created at: March 1, 2026, 7:37 p.m.