Triple

T12039997
Position Surface form Disambiguated ID Type / Status
Subject Bemba language E286634 entity
Predicate subfamily P4180 FINISHED
Object Bantu (Zone M)
Bantu (Zone M) is a classification group within the Bantu language family that encompasses Bemba and related languages spoken primarily in central and southern Africa.
 E961106 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: Bantu (Zone M) | Statement: [Bemba language, subfamily, Bantu (Zone M)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Bantu (Zone M)
Context triple: [Bemba language, subfamily, Bantu (Zone M)]
  • A. Bantu Zone B
    Bantu Zone B is a classification subgroup within the Bantu language family that encompasses several closely related languages spoken primarily in parts of Central Africa.
  • B. Bantu zone D
    Bantu zone D is a subgroup of Bantu languages in the Guthrie classification system, comprising related languages spoken primarily in parts of Central Africa.
  • C. Bantu zone Z
    Bantu zone Z is a group of Bantu languages identified in Malcolm Guthrie’s geographic classification of the Niger-Congo language family.
  • D. Bantu zone G
    Bantu zone G is a group of closely related Bantu languages within the Guthrie classification system of the Niger-Congo language family.
  • E. Bantu zone N
    Bantu zone N is a group of closely related Bantu languages in the Guthrie classification system, spoken primarily in parts of Central and Southern Africa.
  • 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: Bantu (Zone M)
Triple: [Bemba language, subfamily, Bantu (Zone M)]
Generated description
Bantu (Zone M) is a classification group within the Bantu language family that encompasses Bemba and related languages spoken primarily in central and southern Africa.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Bantu (Zone M)
Target entity description: Bantu (Zone M) is a classification group within the Bantu language family that encompasses Bemba and related languages spoken primarily in central and southern Africa.
  • A. Bantu Zone B
    Bantu Zone B is a classification subgroup within the Bantu language family that encompasses several closely related languages spoken primarily in parts of Central Africa.
  • B. Bantu zone D
    Bantu zone D is a subgroup of Bantu languages in the Guthrie classification system, comprising related languages spoken primarily in parts of Central Africa.
  • C. Bantu zone Z
    Bantu zone Z is a group of Bantu languages identified in Malcolm Guthrie’s geographic classification of the Niger-Congo language family.
  • D. Bantu zone G
    Bantu zone G is a group of closely related Bantu languages within the Guthrie classification system of the Niger-Congo language family.
  • E. Bantu zone N
    Bantu zone N is a group of closely related Bantu languages in the Guthrie classification system, spoken primarily in parts of Central and Southern Africa.
  • 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_69d6ab4669e48190b59246358b0383ab completed April 8, 2026, 7:23 p.m.
NER Named-entity recognition batch_69d9040c1a6c8190aea1388e82dd8f5a completed April 10, 2026, 2:07 p.m.
NED1 Entity disambiguation (via context triple) batch_69f49d9937a08190b2f606a1e55733b5 completed May 1, 2026, 12:33 p.m.
NEDg Description generation batch_69f53d9460bc8190869f2b7d095d98cb completed May 1, 2026, 11:56 p.m.
NED2 Entity disambiguation (via description) batch_69f56495830c8190ad5e1767f251b4c5 completed May 2, 2026, 2:42 a.m.
Created at: April 8, 2026, 9:47 p.m.