Triple

T3762825
Position Surface form Disambiguated ID Type / Status
Subject Omotic languages E82601 entity
Predicate majorLanguage P207 FINISHED
Object Gamo-Gofa-Dawro
Gamo-Gofa-Dawro is a cluster of closely related Omotic languages spoken primarily in southwestern Ethiopia.
 E388910 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 | Statement: [Omotic languages, majorLanguage, Gamo-Gofa-Dawro]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Gamo-Gofa-Dawro
Context triple: [Omotic languages, majorLanguage, Gamo-Gofa-Dawro]
  • A. Wolaytta
    Wolaytta is a Cushitic-influenced Omotic language spoken primarily by the Wolaytta people in southern Ethiopia.
  • B. Benishangul-Gumuz Region
    Benishangul-Gumuz Region is a western Ethiopian regional state along the Sudanese border, known for its ethnolinguistic diversity, including the Gumuz peoples, and for hosting major infrastructure such as the Grand Ethiopian Renaissance Dam on the Blue Nile.
  • C. Borana-Arsi-Guji
    Borana-Arsi-Guji is a major dialect cluster of the Oromo language spoken primarily in southern Ethiopia and northern Kenya.
  • D. Hirshabelle
    Hirshabelle is a federal member state in central Somalia formed from parts of the Hiiraan and Middle Shabelle regions.
  • E. Amhara Region
    Amhara Region is a federal state in northern Ethiopia known for its historic cities, highland landscapes, and significant cultural and political influence in the country.
  • 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
Triple: [Omotic languages, majorLanguage, Gamo-Gofa-Dawro]
Generated description
Gamo-Gofa-Dawro is a cluster of closely related Omotic languages spoken primarily in southwestern Ethiopia.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Gamo-Gofa-Dawro
Target entity description: Gamo-Gofa-Dawro is a cluster of closely related Omotic languages spoken primarily in southwestern Ethiopia.
  • A. Wolaytta
    Wolaytta is a Cushitic-influenced Omotic language spoken primarily by the Wolaytta people in southern Ethiopia.
  • B. Benishangul-Gumuz Region
    Benishangul-Gumuz Region is a western Ethiopian regional state along the Sudanese border, known for its ethnolinguistic diversity, including the Gumuz peoples, and for hosting major infrastructure such as the Grand Ethiopian Renaissance Dam on the Blue Nile.
  • C. Borana-Arsi-Guji
    Borana-Arsi-Guji is a major dialect cluster of the Oromo language spoken primarily in southern Ethiopia and northern Kenya.
  • D. Hirshabelle
    Hirshabelle is a federal member state in central Somalia formed from parts of the Hiiraan and Middle Shabelle regions.
  • E. Amhara Region
    Amhara Region is a federal state in northern Ethiopia known for its historic cities, highland landscapes, and significant cultural and political influence in the country.
  • 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_69ad8b207b0081909d2b48843fbd8795 completed March 8, 2026, 2:43 p.m.
NER Named-entity recognition batch_69adcbfa44ac819082f2c895d96c9170 completed March 8, 2026, 7:20 p.m.
NED1 Entity disambiguation (via context triple) batch_69b4f034ce008190bcae03916cfa588e completed March 14, 2026, 5:20 a.m.
NEDg Description generation batch_69b4f1ce66f481909e2a92f8e96cc6ab completed March 14, 2026, 5:27 a.m.
NED2 Entity disambiguation (via description) batch_69b4f24526f08190acb6884f5a6b4f7f completed March 14, 2026, 5:29 a.m.
Created at: March 8, 2026, 3:35 p.m.