Triple

T200696

Position	Surface form	Disambiguated ID	Type / Status
Subject	Austronesian languages	`E4098`	entity
Predicate	hasSubfamily	`P747`	FINISHED
Object	Central–Eastern Oceanic languages Central–Eastern Oceanic languages are a major subgroup of the Oceanic branch of the Austronesian language family, spoken across parts of Melanesia and Polynesia and known for their shared phonological and grammatical innovations.	`E30464`	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: Central–Eastern Oceanic languages | Statement: [Austronesian languages, hasSubfamily, Central–Eastern Oceanic languages]

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

Target entity: Central–Eastern Oceanic languages
Context triple: [Austronesian languages, hasSubfamily, Central–Eastern Oceanic languages]

A. Western Oceanic languages
Western Oceanic languages are a major subgroup of the Oceanic branch of the Austronesian language family, spoken primarily in parts of New Guinea, the Bismarck Archipelago, and the Solomon Islands.
B. Central Malayo-Polynesian languages
The Central Malayo-Polynesian languages are a proposed group of Austronesian languages spoken mainly in eastern Indonesia, characterized by shared phonological and grammatical innovations that distinguish them from neighboring Malayo-Polynesian branches.
C. Malayo-Polynesian languages
Malayo-Polynesian languages are a major branch of the Austronesian language family spoken across Southeast Asia, Madagascar, and the Pacific, including languages such as Indonesian, Tagalog, Javanese, and Malagasy.
D. Southeast Solomonic languages
The Southeast Solomonic languages are a subgroup of Oceanic Austronesian languages spoken primarily in the southeastern Solomon Islands.
E. Austronesian languages
Austronesian languages are a large and widely dispersed language family spoken across maritime Southeast Asia, Madagascar, the Pacific Islands, and parts of mainland Asia.
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: Central–Eastern Oceanic languages
Triple: [Austronesian languages, hasSubfamily, Central–Eastern Oceanic languages]

Generated description

Central–Eastern Oceanic languages are a major subgroup of the Oceanic branch of the Austronesian language family, spoken across parts of Melanesia and Polynesia and known for their shared phonological and grammatical innovations.

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

Target entity: Central–Eastern Oceanic languages
Target entity description: Central–Eastern Oceanic languages are a major subgroup of the Oceanic branch of the Austronesian language family, spoken across parts of Melanesia and Polynesia and known for their shared phonological and grammatical innovations.

A. Western Oceanic languages
Western Oceanic languages are a major subgroup of the Oceanic branch of the Austronesian language family, spoken primarily in parts of New Guinea, the Bismarck Archipelago, and the Solomon Islands.
B. Central Malayo-Polynesian languages
The Central Malayo-Polynesian languages are a proposed group of Austronesian languages spoken mainly in eastern Indonesia, characterized by shared phonological and grammatical innovations that distinguish them from neighboring Malayo-Polynesian branches.
C. Malayo-Polynesian languages
Malayo-Polynesian languages are a major branch of the Austronesian language family spoken across Southeast Asia, Madagascar, and the Pacific, including languages such as Indonesian, Tagalog, Javanese, and Malagasy.
D. Southeast Solomonic languages
The Southeast Solomonic languages are a subgroup of Oceanic Austronesian languages spoken primarily in the southeastern Solomon Islands.
E. Austronesian languages
Austronesian languages are a large and widely dispersed language family spoken across maritime Southeast Asia, Madagascar, the Pacific Islands, and parts of mainland Asia.
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_69a254bca59881909a15e1496f1508c7`	completed	Feb. 28, 2026, 2:36 a.m.
NER	Named-entity recognition	`batch_69a25be47ea881909c296b30a0d47a65`	completed	Feb. 28, 2026, 3:07 a.m.
NED1	Entity disambiguation (via context triple)	`batch_69a3672e822c8190be0d6c0714034ff7`	completed	Feb. 28, 2026, 10:07 p.m.
NEDg	Description generation	`batch_69a367bc6cb48190b5bc588db0833474`	completed	Feb. 28, 2026, 10:10 p.m.
NED2	Entity disambiguation (via description)	`batch_69a3681d99a881908ea8d2632ba2aab1`	completed	Feb. 28, 2026, 10:11 p.m.

Created at: Feb. 28, 2026, 2:44 a.m.