Triple

T6786897
Position Surface form Disambiguated ID Type / Status
Subject North New Guinea linkage E155829 entity
Predicate hasSubgroup P747 FINISHED
Object Ngero–Vitiaz languages
The Ngero–Vitiaz languages are a subgroup of Papuan languages spoken primarily along the northern coast of New Guinea and nearby islands, known for their shared structural features and geographic clustering.
E627426 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: Ngero–Vitiaz languages | Statement: [North New Guinea linkage, hasSubgroup, Ngero–Vitiaz languages]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Ngero–Vitiaz languages
Context triple: [North New Guinea linkage, hasSubgroup, Ngero–Vitiaz languages]
  • A. Ruvu languages
    The Ruvu languages are a subgroup of Bantu languages spoken primarily in eastern Tanzania, characterized by close mutual relationships and shared phonological and grammatical features.
  • B. Kilivila–Misima languages
    The Kilivila–Misima languages are a subgroup of Oceanic languages spoken in the Milne Bay Province of Papua New Guinea, including varieties such as Kilivila and Misima-Paneati.
  • C. Tagbanwa languages
    Tagbanwa languages are a group of closely related Austronesian languages spoken by the Tagbanwa people of Palawan in the Philippines, known for their association with one of the country’s indigenous scripts.
  • D. Nguna–Tongoa languages
    The Nguna–Tongoa languages are a small group of closely related Oceanic languages spoken primarily on the islands of Nguna and Tongoa in central Vanuatu.
  • 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: Ngero–Vitiaz languages
Triple: [North New Guinea linkage, hasSubgroup, Ngero–Vitiaz languages]
Generated description
The Ngero–Vitiaz languages are a subgroup of Papuan languages spoken primarily along the northern coast of New Guinea and nearby islands, known for their shared structural features and geographic clustering.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Ngero–Vitiaz languages
Target entity description: The Ngero–Vitiaz languages are a subgroup of Papuan languages spoken primarily along the northern coast of New Guinea and nearby islands, known for their shared structural features and geographic clustering.
  • A. Ruvu languages
    The Ruvu languages are a subgroup of Bantu languages spoken primarily in eastern Tanzania, characterized by close mutual relationships and shared phonological and grammatical features.
  • B. Kilivila–Misima languages
    The Kilivila–Misima languages are a subgroup of Oceanic languages spoken in the Milne Bay Province of Papua New Guinea, including varieties such as Kilivila and Misima-Paneati.
  • C. Tagbanwa languages
    Tagbanwa languages are a group of closely related Austronesian languages spoken by the Tagbanwa people of Palawan in the Philippines, known for their association with one of the country’s indigenous scripts.
  • D. Nguna–Tongoa languages
    The Nguna–Tongoa languages are a small group of closely related Oceanic languages spoken primarily on the islands of Nguna and Tongoa in central Vanuatu.
  • 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_69c6881770fc8190972b2906390380f5 completed March 27, 2026, 1:37 p.m.
NER Named-entity recognition batch_69c6d2907d0081908291aad66048b8b1 completed March 27, 2026, 6:55 p.m.
NED1 Entity disambiguation (via context triple) batch_69c748a839648190a2d6875a8465579b completed March 28, 2026, 3:19 a.m.
NEDg Description generation batch_69c74b321e4881908164f4c056ec792d completed March 28, 2026, 3:29 a.m.
NED2 Entity disambiguation (via description) batch_69c74b71302081909a5dc55eb0ebf61b completed March 28, 2026, 3:30 a.m.
Created at: March 27, 2026, 2:14 p.m.