Triple

T17208122
Position Surface form Disambiguated ID Type / Status
Subject Oshiwambo languages E417652 entity
Predicate hasAlternativeName P39 FINISHED
Object Ambo languages
Ambo languages are a group of closely related Bantu languages spoken primarily in northern Namibia and southern Angola.
E1256446 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: Ambo languages | Statement: [Oshiwambo languages, hasAlternativeName, Ambo languages]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Ambo languages
Context triple: [Oshiwambo languages, hasAlternativeName, Ambo languages]
  • A. Embera languages
    Embera languages are a group of closely related indigenous Chocoan languages spoken by the Embera people in Colombia and neighboring regions of Panama.
  • B. Kurumba languages
    The Kurumba languages are a group of closely related Dravidian tribal languages spoken primarily by the Kurumba people in parts of southern India, especially in the Nilgiri and surrounding hill regions.
  • C. Samogo languages
    The Samogo languages are a small group of closely related Mande languages spoken primarily in Mali and neighboring regions of West Africa.
  • D. Pame languages
    The Pame languages are a small group of closely related Oto-Manguean indigenous languages spoken by the Pame people in central Mexico.
  • E. Ubangian languages
    The Ubangian languages are a group of closely related languages spoken primarily in the Central African Republic and surrounding regions, often considered a branch of the Niger–Congo or an independent language family.
  • 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: Ambo languages
Triple: [Oshiwambo languages, hasAlternativeName, Ambo languages]
Generated description
Ambo languages are a group of closely related Bantu languages spoken primarily in northern Namibia and southern Angola.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Ambo languages
Target entity description: Ambo languages are a group of closely related Bantu languages spoken primarily in northern Namibia and southern Angola.
  • A. Embera languages
    Embera languages are a group of closely related indigenous Chocoan languages spoken by the Embera people in Colombia and neighboring regions of Panama.
  • B. Kurumba languages
    The Kurumba languages are a group of closely related Dravidian tribal languages spoken primarily by the Kurumba people in parts of southern India, especially in the Nilgiri and surrounding hill regions.
  • C. Samogo languages
    The Samogo languages are a small group of closely related Mande languages spoken primarily in Mali and neighboring regions of West Africa.
  • D. Pame languages
    The Pame languages are a small group of closely related Oto-Manguean indigenous languages spoken by the Pame people in central Mexico.
  • E. Ubangian languages
    The Ubangian languages are a group of closely related languages spoken primarily in the Central African Republic and surrounding regions, often considered a branch of the Niger–Congo or an independent language family.
  • 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_69d886d779488190b131369541c04e7d completed April 10, 2026, 5:12 a.m.
NER Named-entity recognition batch_69e42dc283648190b2c1f957940024aa completed April 19, 2026, 1:20 a.m.
NED1 Entity disambiguation (via context triple) batch_6a015fe0a28c8190a76b3a356f7e0478 completed May 11, 2026, 4:49 a.m.
NEDg Description generation batch_6a0161ceed2081908d2efe69c5bc06a0 completed May 11, 2026, 4:57 a.m.
NED2 Entity disambiguation (via description) batch_6a0162692420819097b99a71ec470861 completed May 11, 2026, 5 a.m.
Created at: April 10, 2026, 5:38 a.m.