Triple

T2539146
Position Surface form Disambiguated ID Type / Status
Subject Fang language E56340 entity
Predicate subgroup P10 FINISHED
Object Beti-Fang languages
Beti-Fang languages are a cluster of closely related Bantu languages spoken primarily in Cameroon, Equatorial Guinea, and Gabon by Beti and Fang peoples.
E281303 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-Fang languages | Statement: [Fang language, subgroup, Beti-Fang languages]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Beti-Fang languages
Context triple: [Fang language, subgroup, Beti-Fang languages]
  • A. Baka–Gundi languages
    The Baka–Gundi languages are a subgroup of Central African languages spoken primarily by forest-dwelling and neighboring communities, often associated with hunter-gatherer and agricultural populations in the Congo Basin region.
  • B. Bantoid languages
    The Bantoid languages are a major branch of the Niger-Congo language family that includes the widespread Bantu languages spoken across much of sub-Saharan Africa.
  • C. Ubangian languages
    The Ubangian languages are a group of closely related languages spoken primarily in the Central African Republic and surrounding regions, often considered a branch of the Niger–Congo or an independent language family.
  • D. 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.
  • E. Pearic languages
    Pearic languages are a small, endangered branch of the Austroasiatic language family spoken by indigenous Pearic communities in Cambodia and nearby regions.
  • 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-Fang languages
Triple: [Fang language, subgroup, Beti-Fang languages]
Generated description
Beti-Fang languages are a cluster of closely related Bantu languages spoken primarily in Cameroon, Equatorial Guinea, and Gabon by Beti and Fang peoples.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Beti-Fang languages
Target entity description: Beti-Fang languages are a cluster of closely related Bantu languages spoken primarily in Cameroon, Equatorial Guinea, and Gabon by Beti and Fang peoples.
  • A. Baka–Gundi languages
    The Baka–Gundi languages are a subgroup of Central African languages spoken primarily by forest-dwelling and neighboring communities, often associated with hunter-gatherer and agricultural populations in the Congo Basin region.
  • B. Bantoid languages
    The Bantoid languages are a major branch of the Niger-Congo language family that includes the widespread Bantu languages spoken across much of sub-Saharan Africa.
  • C. Ubangian languages
    The Ubangian languages are a group of closely related languages spoken primarily in the Central African Republic and surrounding regions, often considered a branch of the Niger–Congo or an independent language family.
  • D. 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.
  • E. Pearic languages
    Pearic languages are a small, endangered branch of the Austroasiatic language family spoken by indigenous Pearic communities in Cambodia and nearby regions.
  • 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_69ab4a49b6508190bc467fbef4bac334 completed March 6, 2026, 9:42 p.m.
NER Named-entity recognition batch_69abd29b44448190ba4f82b0c1425f21 completed March 7, 2026, 7:24 a.m.
NED1 Entity disambiguation (via context triple) batch_69af839849288190a6ddf488f3f69203 completed March 10, 2026, 2:36 a.m.
NEDg Description generation batch_69af84c112b88190aa13deff23994f2b completed March 10, 2026, 2:41 a.m.
NED2 Entity disambiguation (via description) batch_69af8566eb9c8190b606122d5e67d7c8 completed March 10, 2026, 2:43 a.m.
Created at: March 6, 2026, 9:47 p.m.