Triple

T6839573
Position Surface form Disambiguated ID Type / Status
Subject Tamambo E157536 entity
Predicate languageFamily P1047 FINISHED
Object Northern Vanuatu languages
The Northern Vanuatu languages are a subgroup of Oceanic Austronesian languages spoken in the northern islands of Vanuatu, characterized by significant diversity and complex grammatical structures.
 E28901 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: Northern Vanuatu languages | Statement: [Tamambo, languageFamily, Northern Vanuatu languages]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Northern Vanuatu languages
Context triple: [Tamambo, languageFamily, Northern Vanuatu languages]
  • A. Vanuatu languages
    Vanuatu languages are a diverse group of closely related Oceanic Austronesian languages spoken across the islands of Vanuatu, known for their high linguistic density and variety.
  • B. Southern Vanuatu linguistic area
    The Southern Vanuatu linguistic area is a region in the southern part of Vanuatu characterized by a group of closely related Oceanic languages that share common structural and lexical features due to long-term contact.
  • C. Southern Melanesian languages
    Southern Melanesian languages are a subgroup of Oceanic languages spoken primarily in the southern regions of Melanesia, including parts of Vanuatu, New Caledonia, and nearby islands.
  • D. Papuan languages of the Solomon Islands
    The Papuan languages of the Solomon Islands are a small group of non-Austronesian languages spoken in the Solomon Islands, distinct from the region’s dominant Oceanic languages and representing some of its oldest linguistic layers.
  • E. Temotu languages
    Temotu languages are a small group of Oceanic languages spoken in the Temotu (Santa Cruz) Province of the southeastern Solomon Islands, notable for their unique features and relative isolation within the Austronesian 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: Northern Vanuatu languages
Triple: [Tamambo, languageFamily, Northern Vanuatu languages]
Generated description
The Northern Vanuatu languages are a subgroup of Oceanic Austronesian languages spoken in the northern islands of Vanuatu, characterized by significant diversity and complex grammatical structures.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Northern Vanuatu languages
Target entity description: The Northern Vanuatu languages are a subgroup of Oceanic Austronesian languages spoken in the northern islands of Vanuatu, characterized by significant diversity and complex grammatical structures.
  • A. Vanuatu languages chosen
    Vanuatu languages are a diverse group of closely related Oceanic Austronesian languages spoken across the islands of Vanuatu, known for their high linguistic density and variety.
  • B. Southern Vanuatu linguistic area
    The Southern Vanuatu linguistic area is a region in the southern part of Vanuatu characterized by a group of closely related Oceanic languages that share common structural and lexical features due to long-term contact.
  • C. Southern Melanesian languages
    Southern Melanesian languages are a subgroup of Oceanic languages spoken primarily in the southern regions of Melanesia, including parts of Vanuatu, New Caledonia, and nearby islands.
  • D. Papuan languages of the Solomon Islands
    The Papuan languages of the Solomon Islands are a small group of non-Austronesian languages spoken in the Solomon Islands, distinct from the region’s dominant Oceanic languages and representing some of its oldest linguistic layers.
  • E. Temotu languages
    Temotu languages are a small group of Oceanic languages spoken in the Temotu (Santa Cruz) Province of the southeastern Solomon Islands, notable for their unique features and relative isolation within the Austronesian family.
  • F. None of above.

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_69c6882c53608190b99aebef079b23bd completed March 27, 2026, 1:37 p.m.
NER Named-entity recognition batch_69c6d6b2ee248190991c3e827be75bb7 completed March 27, 2026, 7:12 p.m.
NED1 Entity disambiguation (via context triple) batch_69c769ee07308190abfd1d59ecb4db21 completed March 28, 2026, 5:41 a.m.
NEDg Description generation batch_69c76b9702d4819099f873b37fad309b completed March 28, 2026, 5:48 a.m.
NED2 Entity disambiguation (via description) batch_69c76c10303c8190a08f1728da6ebcd2 completed March 28, 2026, 5:50 a.m.
Created at: March 27, 2026, 2:19 p.m.