Triple

T15945331
Position Surface form Disambiguated ID Type / Status
Subject Southern Nations, Nationalities, and Peoples' Region E386668 entity
Predicate language P15 FINISHED
Object Gamo-Gofa-Dawro languages
The Gamo-Gofa-Dawro languages are a group of closely related Omotic languages spoken primarily by the Gamo, Gofa, and Dawro peoples in southwestern Ethiopia.
E1186547 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: Gamo-Gofa-Dawro languages | Statement: [Southern Nations, Nationalities, and Peoples' Region, language, Gamo-Gofa-Dawro languages]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Gamo-Gofa-Dawro languages
Context triple: [Southern Nations, Nationalities, and Peoples' Region, language, Gamo-Gofa-Dawro languages]
  • A. Gurage languages
    The Gurage languages are a group of closely related South Ethiosemitic languages spoken primarily by the Gurage people in central and southwestern Ethiopia.
  • B. Omotik–Datooga languages
    The Omotik–Datooga languages are a small subgroup of Southern Nilotic languages spoken by pastoralist communities in parts of Kenya and Tanzania.
  • C. Gumuz languages
    Gumuz languages are a small group of closely related, under-documented languages spoken primarily by the Gumuz people in parts of Ethiopia and Sudan.
  • D. Solomonic languages
    Solomonic languages are a subgroup of Oceanic languages spoken primarily in the Solomon Islands, characterized by shared phonological and grammatical features distinct within the broader Austronesian family.
  • E. Sidamo language
    The Sidamo language is a Cushitic language of the Afroasiatic family spoken primarily by the Sidama people in southern Ethiopia.
  • 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: Gamo-Gofa-Dawro languages
Triple: [Southern Nations, Nationalities, and Peoples' Region, language, Gamo-Gofa-Dawro languages]
Generated description
The Gamo-Gofa-Dawro languages are a group of closely related Omotic languages spoken primarily by the Gamo, Gofa, and Dawro peoples in southwestern Ethiopia.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Gamo-Gofa-Dawro languages
Target entity description: The Gamo-Gofa-Dawro languages are a group of closely related Omotic languages spoken primarily by the Gamo, Gofa, and Dawro peoples in southwestern Ethiopia.
  • A. Gurage languages
    The Gurage languages are a group of closely related South Ethiosemitic languages spoken primarily by the Gurage people in central and southwestern Ethiopia.
  • B. Omotik–Datooga languages
    The Omotik–Datooga languages are a small subgroup of Southern Nilotic languages spoken by pastoralist communities in parts of Kenya and Tanzania.
  • C. Gumuz languages
    Gumuz languages are a small group of closely related, under-documented languages spoken primarily by the Gumuz people in parts of Ethiopia and Sudan.
  • D. Solomonic languages
    Solomonic languages are a subgroup of Oceanic languages spoken primarily in the Solomon Islands, characterized by shared phonological and grammatical features distinct within the broader Austronesian family.
  • E. Sidamo language
    The Sidamo language is a Cushitic language of the Afroasiatic family spoken primarily by the Sidama people in southern Ethiopia.
  • 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_69d86da882448190a82ea962fe343b79 completed April 10, 2026, 3:25 a.m.
NER Named-entity recognition batch_69e156d0d55c8190af59ff169e8add78 completed April 16, 2026, 9:38 p.m.
NED1 Entity disambiguation (via context triple) batch_69ffbe76df6481909f8246099faa377a completed May 9, 2026, 11:08 p.m.
NEDg Description generation batch_69ffbf61b2ec81909c0f32613bb91a82 completed May 9, 2026, 11:12 p.m.
NED2 Entity disambiguation (via description) batch_69ffbfdfe58c8190b5964b6f5812ef65 completed May 9, 2026, 11:14 p.m.
Created at: April 10, 2026, 4:53 a.m.