Triple

T15475212
Position Surface form Disambiguated ID Type / Status
Subject Semitic peoples E376766 entity
Predicate subclassOf P1244 FINISHED
Object Afroasiatic peoples
Afroasiatic peoples are a large and diverse group of ethnic and linguistic communities indigenous to parts of North Africa, the Horn of Africa, the Sahel, and the Middle East, united by their use of Afroasiatic languages.
E1159292 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 peoples | Statement: [Semitic peoples, subclassOf, Afroasiatic peoples]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Afroasiatic peoples
Context triple: [Semitic peoples, subclassOf, Afroasiatic peoples]
  • A. Semitic peoples
    The Semitic peoples are a diverse group of ancient and modern ethnic groups originating in the Near East who speak Semitic languages, including Akkadians, Arameans, Arabs, Hebrews, and others.
  • B. Levantine peoples
    Levantine peoples are the diverse ethnic and cultural groups indigenous to the Eastern Mediterranean region encompassing modern-day Lebanon, Syria, Jordan, Palestine, Israel, and surrounding areas.
  • C. 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.
  • D. Omotic peoples
    Omotic peoples are diverse ethnic groups indigenous to southwestern Ethiopia, primarily known for their distinct cultures and for speaking the Omotic branch of Afroasiatic languages.
  • E. African peoples
    African peoples are the diverse indigenous ethnic groups of the African continent, encompassing a wide range of cultures, languages, and histories that have significantly shaped global civilization and the African diaspora.
  • 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 peoples
Triple: [Semitic peoples, subclassOf, Afroasiatic peoples]
Generated description
Afroasiatic peoples are a large and diverse group of ethnic and linguistic communities indigenous to parts of North Africa, the Horn of Africa, the Sahel, and the Middle East, united by their use of Afroasiatic languages.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Afroasiatic peoples
Target entity description: Afroasiatic peoples are a large and diverse group of ethnic and linguistic communities indigenous to parts of North Africa, the Horn of Africa, the Sahel, and the Middle East, united by their use of Afroasiatic languages.
  • A. Semitic peoples
    The Semitic peoples are a diverse group of ancient and modern ethnic groups originating in the Near East who speak Semitic languages, including Akkadians, Arameans, Arabs, Hebrews, and others.
  • B. Levantine peoples
    Levantine peoples are the diverse ethnic and cultural groups indigenous to the Eastern Mediterranean region encompassing modern-day Lebanon, Syria, Jordan, Palestine, Israel, and surrounding areas.
  • C. 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.
  • D. Omotic peoples
    Omotic peoples are diverse ethnic groups indigenous to southwestern Ethiopia, primarily known for their distinct cultures and for speaking the Omotic branch of Afroasiatic languages.
  • E. African peoples
    African peoples are the diverse indigenous ethnic groups of the African continent, encompassing a wide range of cultures, languages, and histories that have significantly shaped global civilization and the African diaspora.
  • 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_69d85cd21dcc81908646251b1c26ea00 completed April 10, 2026, 2:13 a.m.
NER Named-entity recognition batch_69e03f6e859481909c3d08343b7ad27c completed April 16, 2026, 1:46 a.m.
NED1 Entity disambiguation (via context triple) batch_69ff2d093ccc8190aefc355a837c83f4 completed May 9, 2026, 12:48 p.m.
NEDg Description generation batch_69ff3015ee2c8190ad2c28cd2850d903 completed May 9, 2026, 1:01 p.m.
NED2 Entity disambiguation (via description) batch_69ff30ed9a5481909cefad0ef877a2e9 completed May 9, 2026, 1:04 p.m.
Created at: April 10, 2026, 3:34 a.m.