Triple

T6786646

Position	Surface form	Disambiguated ID	Type / Status
Subject	North Papuan Mainland – D'Entrecasteaux languages	`E155821`	entity
Predicate	areContactWith	`P19362`	FINISHED
Object	Papuan (non‑Austronesian) languages Papuan (non‑Austronesian) languages are a diverse group of indigenous language families spoken mainly on New Guinea and neighboring islands that are unrelated to the Austronesian language family.	`E627424`	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: Papuan (non‑Austronesian) languages | Statement: [North Papuan Mainland – D'Entrecasteaux languages, areContactWith, Papuan (non‑Austronesian) languages]

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

Target entity: Papuan (non‑Austronesian) languages
Context triple: [North Papuan Mainland – D'Entrecasteaux languages, areContactWith, Papuan (non‑Austronesian) languages]

A. Trans–New Guinea languages
The Trans–New Guinea languages are a vast and diverse family of Papuan languages spoken primarily across the highlands and interior regions of New Guinea and neighboring islands.
B. Meso-Melanesian languages
The Meso-Melanesian languages are a subgroup of Oceanic Austronesian languages spoken primarily in parts of Papua New Guinea and the Solomon Islands.
C. South Halmahera–West New Guinea languages
The South Halmahera–West New Guinea languages are a subgroup of Austronesian languages spoken in eastern Indonesia, particularly in southern Halmahera and along the western coast of New Guinea.
D. Binanderean languages
The Binanderean languages are a subgroup of Papuan languages spoken primarily in southeastern Papua New Guinea, known for their close genetic relationship and shared grammatical features.
E. Papuan Tip languages
Papuan Tip languages are a subgroup of Oceanic languages spoken primarily in the southeastern region of Papua New Guinea and nearby islands.
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: Papuan (non‑Austronesian) languages
Triple: [North Papuan Mainland – D'Entrecasteaux languages, areContactWith, Papuan (non‑Austronesian) languages]

Generated description

Papuan (non‑Austronesian) languages are a diverse group of indigenous language families spoken mainly on New Guinea and neighboring islands that are unrelated to the Austronesian language family.

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

Target entity: Papuan (non‑Austronesian) languages
Target entity description: Papuan (non‑Austronesian) languages are a diverse group of indigenous language families spoken mainly on New Guinea and neighboring islands that are unrelated to the Austronesian language family.

A. Trans–New Guinea languages
The Trans–New Guinea languages are a vast and diverse family of Papuan languages spoken primarily across the highlands and interior regions of New Guinea and neighboring islands.
B. Meso-Melanesian languages
The Meso-Melanesian languages are a subgroup of Oceanic Austronesian languages spoken primarily in parts of Papua New Guinea and the Solomon Islands.
C. South Halmahera–West New Guinea languages
The South Halmahera–West New Guinea languages are a subgroup of Austronesian languages spoken in eastern Indonesia, particularly in southern Halmahera and along the western coast of New Guinea.
D. Binanderean languages
The Binanderean languages are a subgroup of Papuan languages spoken primarily in southeastern Papua New Guinea, known for their close genetic relationship and shared grammatical features.
E. Papuan Tip languages
Papuan Tip languages are a subgroup of Oceanic languages spoken primarily in the southeastern region of Papua New Guinea and nearby islands.
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_69c6d28f043081909a9a9ab635785933`	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.