Triple

T105511
Position Surface form Disambiguated ID Type / Status
Subject Asia E2127 entity
Predicate containsMajorLanguageFamily P3349 FINISHED
Object Afroasiatic languages
Afroasiatic languages are a major language family of Africa and parts of Western Asia that includes languages such as Arabic, Hebrew, Amharic, and Hausa.
E11738 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: Afroasiatic languages | Statement: [Asia, containsMajorLanguageFamily, Afroasiatic languages]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Afroasiatic languages
Context triple: [Asia, containsMajorLanguageFamily, Afroasiatic languages]
  • A. Central Semitic languages
    Central Semitic languages are a major branch of the Semitic language family that includes Arabic and several closely related languages of the Middle East.
  • B. 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.
  • C. Niger–Congo languages
    The Niger–Congo languages form one of the world’s largest language families, encompassing hundreds of related languages spoken across much of sub-Saharan Africa, including major groups like Bantu.
  • D. Berber languages
    The Berber languages are a group of closely related Afroasiatic languages traditionally spoken by the Indigenous Amazigh peoples of North Africa, particularly in countries such as Morocco, Algeria, Libya, and Tunisia.
  • E. Anatolian languages
    Anatolian languages are an extinct branch of the Indo-European language family once spoken in ancient Anatolia, including languages such as Hittite and Luwian.
  • 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: Afroasiatic languages
Triple: [Asia, containsMajorLanguageFamily, Afroasiatic languages]
Generated description
Afroasiatic languages are a major language family of Africa and parts of Western Asia that includes languages such as Arabic, Hebrew, Amharic, and Hausa.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Afroasiatic languages
Target entity description: Afroasiatic languages are a major language family of Africa and parts of Western Asia that includes languages such as Arabic, Hebrew, Amharic, and Hausa.
  • A. Central Semitic languages
    Central Semitic languages are a major branch of the Semitic language family that includes Arabic and several closely related languages of the Middle East.
  • B. 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.
  • C. Niger–Congo languages
    The Niger–Congo languages form one of the world’s largest language families, encompassing hundreds of related languages spoken across much of sub-Saharan Africa, including major groups like Bantu.
  • D. Berber languages
    The Berber languages are a group of closely related Afroasiatic languages traditionally spoken by the Indigenous Amazigh peoples of North Africa, particularly in countries such as Morocco, Algeria, Libya, and Tunisia.
  • E. Anatolian languages
    Anatolian languages are an extinct branch of the Indo-European language family once spoken in ancient Anatolia, including languages such as Hittite and Luwian.
  • 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_69a24e0a5b7c81908d52da08c60dabc4 completed Feb. 28, 2026, 2:08 a.m.
NER Named-entity recognition batch_69a25b7e2c188190b1dd8aafd4507a99 completed Feb. 28, 2026, 3:05 a.m.
NED1 Entity disambiguation (via context triple) batch_69a27c030ddc8190af2ebb672237bf18 completed Feb. 28, 2026, 5:24 a.m.
NEDg Description generation batch_69a27d8a52188190ae00d52340839bbc completed Feb. 28, 2026, 5:30 a.m.
NED2 Entity disambiguation (via description) batch_69a27e7633d88190a622115c4e29fd9c completed Feb. 28, 2026, 5:34 a.m.
Created at: Feb. 28, 2026, 2:12 a.m.