Triple

T6786948

Position	Surface form	Disambiguated ID	Type / Status
Subject	Tolai language	`E155830`	entity
Predicate	subgroup	`P10`	FINISHED
Object	Papua New Guinea Oceanic languages Papua New Guinea Oceanic languages are a branch of the Oceanic subgroup of the Austronesian language family spoken across coastal and island regions of Papua New Guinea.	`E619348`	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: Papua New Guinea Oceanic languages | Statement: [Tolai language, subgroup, Papua New Guinea Oceanic languages]

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

Target entity: Papua New Guinea Oceanic languages
Context triple: [Tolai language, subgroup, Papua New Guinea Oceanic 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. 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.
C. Southeast Solomonic languages
The Southeast Solomonic languages are a subgroup of Oceanic Austronesian languages spoken primarily in the southeastern Solomon Islands.
D. Remote Oceania linguistic area
The Remote Oceania linguistic area is a region of the Pacific characterized by closely related Oceanic languages spoken across widely dispersed island groups such as Polynesia, Micronesia, and parts of eastern Melanesia.
E. Western Malayo-Polynesian languages
Western Malayo-Polynesian languages are a major subgroup of the Austronesian language family spoken primarily in western Island Southeast Asia and parts of mainland Asia, including languages such as Tagalog, Javanese, and Malay.
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: Papua New Guinea Oceanic languages
Triple: [Tolai language, subgroup, Papua New Guinea Oceanic languages]

Generated description

Papua New Guinea Oceanic languages are a branch of the Oceanic subgroup of the Austronesian language family spoken across coastal and island regions of Papua New Guinea.

NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07

Target entity: Papua New Guinea Oceanic languages
Target entity description: Papua New Guinea Oceanic languages are a branch of the Oceanic subgroup of the Austronesian language family spoken across coastal and island regions of Papua New Guinea.

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. 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.
C. Southeast Solomonic languages
The Southeast Solomonic languages are a subgroup of Oceanic Austronesian languages spoken primarily in the southeastern Solomon Islands.
D. Remote Oceania linguistic area
The Remote Oceania linguistic area is a region of the Pacific characterized by closely related Oceanic languages spoken across widely dispersed island groups such as Polynesia, Micronesia, and parts of eastern Melanesia.
E. Western Malayo-Polynesian languages
Western Malayo-Polynesian languages are a major subgroup of the Austronesian language family spoken primarily in western Island Southeast Asia and parts of mainland Asia, including languages such as Tagalog, Javanese, and Malay.
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_69c71a871a84819098891f66c6e5b579`	completed	March 28, 2026, 12:02 a.m.
NEDg	Description generation	`batch_69c71b6b87d8819085e6ae122f042626`	completed	March 28, 2026, 12:06 a.m.
NED2	Entity disambiguation (via description)	`batch_69c71c00f86c819099ef6ae0766e9f3a`	completed	March 28, 2026, 12:08 a.m.

Created at: March 27, 2026, 2:14 p.m.