Triple

T10043147
Position Surface form Disambiguated ID Type / Status
Subject Cushitic E205344 entity
Predicate hasSubbranch P1185 FINISHED
Object Lowland East Cushitic
Lowland East Cushitic is a subgroup of Cushitic languages spoken primarily in the Horn of Africa, including languages such as Somali and Oromo.
 E205344 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: Lowland East Cushitic | Statement: [Cushitic, hasSubbranch, Lowland East Cushitic]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Lowland East Cushitic
Context triple: [Cushitic, hasSubbranch, Lowland East Cushitic]
  • 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. Cushitic
    Cushitic is a branch of the Afroasiatic language family spoken primarily in the Horn of Africa and parts of East Africa, encompassing languages such as Somali, Oromo, and Afar.
  • C. Afar language
    The Afar language is a Cushitic language spoken primarily by the Afar people in Ethiopia, Eritrea, and Djibouti.
  • D. South Omotic
    South Omotic is a branch of the Omotic language family spoken primarily in southwestern Ethiopia by several indigenous ethnic groups.
  • E. Badaga language
    Badaga language is a Southern Dravidian language spoken primarily by the Badaga community in the Nilgiri Hills of Tamil Nadu, India.
  • 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: Lowland East Cushitic
Triple: [Cushitic, hasSubbranch, Lowland East Cushitic]
Generated description
Lowland East Cushitic is a subgroup of Cushitic languages spoken primarily in the Horn of Africa, including languages such as Somali and Oromo.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Lowland East Cushitic
Target entity description: Lowland East Cushitic is a subgroup of Cushitic languages spoken primarily in the Horn of Africa, including languages such as Somali and Oromo.
  • 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. Cushitic chosen
    Cushitic is a branch of the Afroasiatic language family spoken primarily in the Horn of Africa and parts of East Africa, encompassing languages such as Somali, Oromo, and Afar.
  • C. Afar language
    The Afar language is a Cushitic language spoken primarily by the Afar people in Ethiopia, Eritrea, and Djibouti.
  • D. South Omotic
    South Omotic is a branch of the Omotic language family spoken primarily in southwestern Ethiopia by several indigenous ethnic groups.
  • E. Badaga language
    Badaga language is a Southern Dravidian language spoken primarily by the Badaga community in the Nilgiri Hills of Tamil Nadu, India.
  • 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_69ca834f70e88190b2d74828b7767ec1 completed March 30, 2026, 2:06 p.m.
NER Named-entity recognition batch_69cdcf60a2208190846e57b5f5649307 completed April 2, 2026, 2:07 a.m.
NED1 Entity disambiguation (via context triple) batch_69d28278235c8190a5e833a9586bd3f5 completed April 5, 2026, 3:40 p.m.
NEDg Description generation batch_69d28391f8fc8190964cdccaf5625617 completed April 5, 2026, 3:45 p.m.
NED2 Entity disambiguation (via description) batch_69d284604dc88190b452ee847d3390dd completed April 5, 2026, 3:48 p.m.
Created at: March 30, 2026, 8:55 p.m.