Triple

T7840804

Position	Surface form	Disambiguated ID	Type / Status
Subject	Western Oceanic	`E181797`	entity
Predicate	hasSubgroup	`P747`	FINISHED
Object	Ngero–Vitiaz languages The Ngero–Vitiaz languages are a subgroup of Western Oceanic languages spoken primarily in coastal and island regions of Papua New Guinea, known for their shared phonological and grammatical features within the Oceanic branch of the Austronesian family.	`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: [Western Oceanic, hasSubgroup, Ngero–Vitiaz languages]

NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07

Target entity: Ngero–Vitiaz languages
Context triple: [Western Oceanic, hasSubgroup, Ngero–Vitiaz languages]

A. 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.
B. 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.
C. Torres–Bismarck languages
The Torres–Bismarck languages are a subgroup of Oceanic Austronesian languages spoken in the Torres Islands and Bismarck Archipelago region of the southwest Pacific.
D. 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.
E. 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.
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: [Western Oceanic, hasSubgroup, Ngero–Vitiaz languages]

Generated description

The Ngero–Vitiaz languages are a subgroup of Western Oceanic languages spoken primarily in coastal and island regions of Papua New Guinea, known for their shared phonological and grammatical features within the Oceanic branch of the Austronesian family.

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 Western Oceanic languages spoken primarily in coastal and island regions of Papua New Guinea, known for their shared phonological and grammatical features within the Oceanic branch of the Austronesian family.

A. Ngero–Vitiaz languages chosen
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.
B. 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.
C. Torres–Bismarck languages
The Torres–Bismarck languages are a subgroup of Oceanic Austronesian languages spoken in the Torres Islands and Bismarck Archipelago region of the southwest Pacific.
D. 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.
E. 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.
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_69ca8285d6488190a95d4c02d7354b53`	completed	March 30, 2026, 2:02 p.m.
NER	Named-entity recognition	`batch_69cb14c589748190b34d0911d373e194`	completed	March 31, 2026, 12:26 a.m.
NED1	Entity disambiguation (via context triple)	`batch_69cc55fe5b4c8190b35ddbef8c372269`	completed	March 31, 2026, 11:17 p.m.
NEDg	Description generation	`batch_69cc5822581481908a143376bee599ec`	completed	March 31, 2026, 11:26 p.m.
NED2	Entity disambiguation (via description)	`batch_69cc58f549388190ba6c8b41c0820cd6`	completed	March 31, 2026, 11:29 p.m.

Created at: March 30, 2026, 4:47 p.m.