Triple

T6474914
Position Surface form Disambiguated ID Type / Status
Subject Northern Bantoid E146047 entity
Predicate hasSubgroup P747 FINISHED
Object Ekoid languages
The Ekoid languages are a group of closely related Niger-Congo languages spoken primarily in southeastern Nigeria and western Cameroon.
E126042 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: Ekoid languages | Statement: [Northern Bantoid, hasSubgroup, Ekoid languages]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Ekoid languages
Context triple: [Northern Bantoid, hasSubgroup, Ekoid languages]
  • A. 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.
  • B. Kayanic languages
    Kayanic languages are a group of closely related Austronesian languages spoken primarily by Kayan and related indigenous communities in Borneo.
  • C. 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.
  • D. Edoid languages
    The Edoid languages are a group of closely related Niger-Congo languages spoken primarily in southern Nigeria, including the language of the Urhobo people.
  • 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: Ekoid languages
Triple: [Northern Bantoid, hasSubgroup, Ekoid languages]
Generated description
The Ekoid languages are a group of closely related Niger-Congo languages spoken primarily in southeastern Nigeria and western Cameroon.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Ekoid languages
Target entity description: The Ekoid languages are a group of closely related Niger-Congo languages spoken primarily in southeastern Nigeria and western Cameroon.
  • A. Bantoid languages chosen
    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.
  • B. Kayanic languages
    Kayanic languages are a group of closely related Austronesian languages spoken primarily by Kayan and related indigenous communities in Borneo.
  • C. 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.
  • D. Edoid languages
    The Edoid languages are a group of closely related Niger-Congo languages spoken primarily in southern Nigeria, including the language of the Urhobo people.
  • 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.

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_69c008fec7408190af7b146dc63d9750 completed March 22, 2026, 3:21 p.m.
NER Named-entity recognition batch_69c06a341360819082f2b5496a1a68b0 completed March 22, 2026, 10:16 p.m.
NED1 Entity disambiguation (via context triple) batch_69c65fd1db288190b00ba6d7f3aae925 completed March 27, 2026, 10:45 a.m.
NEDg Description generation batch_69c660ff35bc8190ba11573cd409b46a completed March 27, 2026, 10:50 a.m.
NED2 Entity disambiguation (via description) batch_69c6615b639c8190af0073368e55ab8d completed March 27, 2026, 10:52 a.m.
Created at: March 22, 2026, 4:50 p.m.