Triple

T390587
Position Surface form Disambiguated ID Type / Status
Subject Nilo-Saharan languages E8870 entity
Predicate hasSubfamily P747 FINISHED
Object Shabo language (proposed)
The Shabo language (proposed) is a little-documented and possibly endangered language of southwestern Ethiopia whose classification within African language families, including Nilo-Saharan, remains controversial among linguists.
E49226 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: Shabo language (proposed) | Statement: [Nilo-Saharan languages, hasSubfamily, Shabo language (proposed)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Shabo language (proposed)
Context triple: [Nilo-Saharan languages, hasSubfamily, Shabo language (proposed)]
  • A. Ashkun language
    The Ashkun language is a Nuristani language spoken by the Ashkun people in remote regions of eastern Afghanistan.
  • B. 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.
  • C. Yola language
    The Yola language was an extinct West Germanic language once spoken in County Wexford, Ireland, that preserved many archaic features derived from early English settlers.
  • D. Kamviri language
    The Kamviri language is a Nuristani language spoken primarily by the Kam people in parts of eastern Afghanistan and neighboring regions of Pakistan.
  • E. Pichi language
    Pichi is an English-based creole language spoken primarily in Equatorial Guinea, where it serves as a major lingua franca and has significantly shaped local varieties of Spanish.
  • 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: Shabo language (proposed)
Triple: [Nilo-Saharan languages, hasSubfamily, Shabo language (proposed)]
Generated description
The Shabo language (proposed) is a little-documented and possibly endangered language of southwestern Ethiopia whose classification within African language families, including Nilo-Saharan, remains controversial among linguists.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Shabo language (proposed)
Target entity description: The Shabo language (proposed) is a little-documented and possibly endangered language of southwestern Ethiopia whose classification within African language families, including Nilo-Saharan, remains controversial among linguists.
  • A. Ashkun language
    The Ashkun language is a Nuristani language spoken by the Ashkun people in remote regions of eastern Afghanistan.
  • B. 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.
  • C. Yola language
    The Yola language was an extinct West Germanic language once spoken in County Wexford, Ireland, that preserved many archaic features derived from early English settlers.
  • D. Kamviri language
    The Kamviri language is a Nuristani language spoken primarily by the Kam people in parts of eastern Afghanistan and neighboring regions of Pakistan.
  • E. Pichi language
    Pichi is an English-based creole language spoken primarily in Equatorial Guinea, where it serves as a major lingua franca and has significantly shaped local varieties of Spanish.
  • 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_69a2e7f55c60819097aff65ea2ca2832 completed Feb. 28, 2026, 1:04 p.m.
NER Named-entity recognition batch_69a2ec5d73e881909101308a583c8f13 completed Feb. 28, 2026, 1:23 p.m.
NED1 Entity disambiguation (via context triple) batch_69a4035310608190a1e0f807cb93e1e1 completed March 1, 2026, 9:13 a.m.
NEDg Description generation batch_69a403a7c1488190a7773a5ae8a8cec7 completed March 1, 2026, 9:15 a.m.
NED2 Entity disambiguation (via description) batch_69a40428b014819091c6534ba35a11ff completed March 1, 2026, 9:17 a.m.
Created at: Feb. 28, 2026, 1:08 p.m.