Triple

T1838045
Position Surface form Disambiguated ID Type / Status
Subject Somali E41110 entity
Predicate languageFamily P1047 FINISHED
Object 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.
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: Cushitic | Statement: [Somali, languageFamily, Cushitic]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Cushitic
Context triple: [Somali, languageFamily, Cushitic]
  • A. Nilo-Saharan languages
    Nilo-Saharan languages are a proposed large and diverse family of African languages spoken mainly along the Nile Valley and across parts of central and eastern Africa.
  • B. 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.
  • C. Nubian languages
    The Nubian languages are a group of closely related Eastern Sudanic languages spoken primarily along the Nile in southern Egypt and northern Sudan, known for their ancient literary history and modern use among Nubian communities.
  • D. Chadic languages
    The Chadic languages are a branch of the Afroasiatic language family spoken primarily around Lake Chad in countries such as Nigeria, Chad, Cameroon, and Niger, and include major languages like Hausa.
  • E. 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.
  • 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: Cushitic
Triple: [Somali, languageFamily, Cushitic]
Generated description
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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Cushitic
Target entity description: 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.
  • A. Nilo-Saharan languages
    Nilo-Saharan languages are a proposed large and diverse family of African languages spoken mainly along the Nile Valley and across parts of central and eastern Africa.
  • B. 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.
  • C. Nubian languages
    The Nubian languages are a group of closely related Eastern Sudanic languages spoken primarily along the Nile in southern Egypt and northern Sudan, known for their ancient literary history and modern use among Nubian communities.
  • D. Chadic languages
    The Chadic languages are a branch of the Afroasiatic language family spoken primarily around Lake Chad in countries such as Nigeria, Chad, Cameroon, and Niger, and include major languages like Hausa.
  • E. 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.
  • 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_69a88647f9388190909bc36e795bdaec completed March 4, 2026, 7:21 p.m.
NER Named-entity recognition batch_69abb039cb588190b2626245a7f0bd67 completed March 7, 2026, 4:57 a.m.
NED1 Entity disambiguation (via context triple) batch_69adc9b93cd08190a467b56a0c0bd957 completed March 8, 2026, 7:10 p.m.
NEDg Description generation batch_69adcaef04e88190a88f789a6370bafb completed March 8, 2026, 7:15 p.m.
NED2 Entity disambiguation (via description) batch_69adcb8e053c819082a3d4b36afe35be completed March 8, 2026, 7:18 p.m.
Created at: March 4, 2026, 7:33 p.m.