Triple

T222886
Position Surface form Disambiguated ID Type / Status
Subject Berber languages E4254 entity
Predicate subgroup P10 FINISHED
Object Zenati languages
The Zenati languages are a branch of the Berber language family spoken primarily in North Africa, especially across parts of Algeria, Morocco, and Tunisia.
 E29647 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: Zenati languages | Statement: [Berber languages, subgroup, Zenati languages]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Zenati languages
Context triple: [Berber languages, subgroup, Zenati languages]
  • A. Batanic languages
    Batanic languages are a small subgroup of Austronesian languages spoken primarily in the Batanes Islands of the northern Philippines and parts of Taiwan, known for their unique phonological and lexical features.
  • B. Celebic languages
    Celebic languages are a major subgroup of the Austronesian language family spoken primarily on the Indonesian island of Sulawesi and nearby regions.
  • C. Ellicean languages
    Ellicean languages are a subgroup of the Austronesian language family spoken primarily in parts of Polynesia, including Tuvalu and surrounding island regions.
  • D. Carolinean languages
    Carolinean languages are a group of closely related Austronesian languages traditionally spoken in the Caroline Islands of Micronesia.
  • E. Utian languages
    The Utian languages are a small group of Native American languages once spoken in central California, traditionally including the Miwok and Costanoan (Ohlone) language branches.
  • 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: Zenati languages
Triple: [Berber languages, subgroup, Zenati languages]
Generated description
The Zenati languages are a branch of the Berber language family spoken primarily in North Africa, especially across parts of Algeria, Morocco, and Tunisia.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Zenati languages
Target entity description: The Zenati languages are a branch of the Berber language family spoken primarily in North Africa, especially across parts of Algeria, Morocco, and Tunisia.
  • A. Batanic languages
    Batanic languages are a small subgroup of Austronesian languages spoken primarily in the Batanes Islands of the northern Philippines and parts of Taiwan, known for their unique phonological and lexical features.
  • B. Celebic languages
    Celebic languages are a major subgroup of the Austronesian language family spoken primarily on the Indonesian island of Sulawesi and nearby regions.
  • C. Ellicean languages
    Ellicean languages are a subgroup of the Austronesian language family spoken primarily in parts of Polynesia, including Tuvalu and surrounding island regions.
  • D. Carolinean languages
    Carolinean languages are a group of closely related Austronesian languages traditionally spoken in the Caroline Islands of Micronesia.
  • E. Utian languages
    The Utian languages are a small group of Native American languages once spoken in central California, traditionally including the Miwok and Costanoan (Ohlone) language branches.
  • 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_69a2573508588190b522c2476d91acfe completed Feb. 28, 2026, 2:47 a.m.
NER Named-entity recognition batch_69a25c705fd88190bfee7f5e1f7cee17 completed Feb. 28, 2026, 3:09 a.m.
NED1 Entity disambiguation (via context triple) batch_69a35ea15b9c819086b6569a5d19de86 completed Feb. 28, 2026, 9:31 p.m.
NEDg Description generation batch_69a3604b23bc81908a13ed2b762fe269 completed Feb. 28, 2026, 9:38 p.m.
NED2 Entity disambiguation (via description) batch_69a360b68d1c8190adf3d3beb2f73960 completed Feb. 28, 2026, 9:40 p.m.
Created at: Feb. 28, 2026, 2:53 a.m.