Triple

T6861287
Position Surface form Disambiguated ID Type / Status
Subject Western Bantu languages E158283 entity
Predicate hasSubgroup P747 FINISHED
Object Punu languages
Punu languages are a subgroup of Bantu languages spoken primarily by the Punu people of Gabon and neighboring regions, known for their close linguistic and cultural ties to other Western Bantu groups.
E626647 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: Punu languages | Statement: [Western Bantu languages, hasSubgroup, Punu languages]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Punu languages
Context triple: [Western Bantu languages, hasSubgroup, Punu languages]
  • A. Pomoan languages
    The Pomoan languages are a group of closely related Indigenous languages traditionally spoken by the Pomo peoples of northern California.
  • B. Tebu languages
    The Tebu languages are a group of closely related Saharan languages spoken primarily by the Tebu people across parts of Chad, Niger, and Libya.
  • C. Kunama languages
    The Kunama languages are a small group of closely related languages spoken primarily by the Kunama people of western Eritrea and adjacent regions of Ethiopia.
  • D. Misumalpan languages
    The Misumalpan languages are a small family of indigenous languages spoken primarily along the Atlantic coast of Nicaragua and neighboring regions of Central America.
  • E. Aeta languages
    The Aeta languages are a group of closely related Austronesian languages spoken by the indigenous Aeta (Negrito) communities in various regions of the Philippines.
  • 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: Punu languages
Triple: [Western Bantu languages, hasSubgroup, Punu languages]
Generated description
Punu languages are a subgroup of Bantu languages spoken primarily by the Punu people of Gabon and neighboring regions, known for their close linguistic and cultural ties to other Western Bantu groups.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Punu languages
Target entity description: Punu languages are a subgroup of Bantu languages spoken primarily by the Punu people of Gabon and neighboring regions, known for their close linguistic and cultural ties to other Western Bantu groups.
  • A. Pomoan languages
    The Pomoan languages are a group of closely related Indigenous languages traditionally spoken by the Pomo peoples of northern California.
  • B. Tebu languages
    The Tebu languages are a group of closely related Saharan languages spoken primarily by the Tebu people across parts of Chad, Niger, and Libya.
  • C. Kunama languages
    The Kunama languages are a small group of closely related languages spoken primarily by the Kunama people of western Eritrea and adjacent regions of Ethiopia.
  • D. Misumalpan languages
    The Misumalpan languages are a small family of indigenous languages spoken primarily along the Atlantic coast of Nicaragua and neighboring regions of Central America.
  • E. Aeta languages
    The Aeta languages are a group of closely related Austronesian languages spoken by the indigenous Aeta (Negrito) communities in various regions of the Philippines.
  • 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_69c68830cdbc8190a8301c7a9d9f651a completed March 27, 2026, 1:37 p.m.
NER Named-entity recognition batch_69c6d88659c8819084916663219a8198 completed March 27, 2026, 7:20 p.m.
NED1 Entity disambiguation (via context triple) batch_69c748bcb4048190b3860ffdd962d48c completed March 28, 2026, 3:19 a.m.
NEDg Description generation batch_69c749901de081908e5c3ccd324e8191 completed March 28, 2026, 3:22 a.m.
NED2 Entity disambiguation (via description) batch_69c74a0bcddc819084b22925cf57a205 completed March 28, 2026, 3:24 a.m.
Created at: March 27, 2026, 2:21 p.m.