Triple

T2233785
Position Surface form Disambiguated ID Type / Status
Subject Nilo-Saharan phylum E49230 entity
Predicate hasSubfamily P747 FINISHED
Object Shabo language
Shabo language is a highly endangered and poorly documented language spoken by a small community in southwestern Ethiopia, often considered a linguistic isolate with uncertain genetic affiliation.
 E247404 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 | Statement: [Nilo-Saharan phylum, hasSubfamily, Shabo language]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Shabo language
Context triple: [Nilo-Saharan phylum, hasSubfamily, Shabo language]
  • A. Shawiya language
    The Shawiya language is a Berber (Amazigh) language spoken primarily by the Shawiya people of the Aurès Mountains and surrounding regions in northeastern Algeria.
  • B. Logba language
    The Logba language is a Niger-Congo language spoken by the Logba people of southeastern Ghana.
  • C. Kaxabu language
    The Kaxabu language is an indigenous Formosan language of Taiwan spoken by the Kaxabu people and considered highly endangered.
  • D. Zabana language
    The Zabana language is an Oceanic language spoken primarily on Santa Isabel Island in the Solomon Islands.
  • E. Cabiyari language
    The Cabiyari language is an indigenous Arawakan language spoken by the Cabiyari people of the northwestern Amazon region.
  • 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
Triple: [Nilo-Saharan phylum, hasSubfamily, Shabo language]
Generated description
Shabo language is a highly endangered and poorly documented language spoken by a small community in southwestern Ethiopia, often considered a linguistic isolate with uncertain genetic affiliation.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Shabo language
Target entity description: Shabo language is a highly endangered and poorly documented language spoken by a small community in southwestern Ethiopia, often considered a linguistic isolate with uncertain genetic affiliation.
  • A. Shawiya language
    The Shawiya language is a Berber (Amazigh) language spoken primarily by the Shawiya people of the Aurès Mountains and surrounding regions in northeastern Algeria.
  • B. Logba language
    The Logba language is a Niger-Congo language spoken by the Logba people of southeastern Ghana.
  • C. Kaxabu language
    The Kaxabu language is an indigenous Formosan language of Taiwan spoken by the Kaxabu people and considered highly endangered.
  • D. Zabana language
    The Zabana language is an Oceanic language spoken primarily on Santa Isabel Island in the Solomon Islands.
  • E. Cabiyari language
    The Cabiyari language is an indigenous Arawakan language spoken by the Cabiyari people of the northwestern Amazon region.
  • 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_69a88aa84bdc819086df50e9c20b301e completed March 4, 2026, 7:40 p.m.
NER Named-entity recognition batch_69abc0913f1c8190ac9cfeb0f1c84a76 completed March 7, 2026, 6:07 a.m.
NED1 Entity disambiguation (via context triple) batch_69ae6b020e308190a6d5a50a8e808aba completed March 9, 2026, 6:38 a.m.
NEDg Description generation batch_69ae6b73bb688190bcade17d991c4862 completed March 9, 2026, 6:40 a.m.
NED2 Entity disambiguation (via description) batch_69ae6be4431c81909c9b4ad82226215d completed March 9, 2026, 6:42 a.m.
Created at: March 4, 2026, 7:47 p.m.