Triple

T3255247

Position	Surface form	Disambiguated ID	Type / Status
Subject	South East Queensland	`E68278`	entity
Predicate	contains	`P35`	FINISHED
Object	Toowoomba Regional Council area The Toowoomba Regional Council area is a local government region in inland Queensland centered on the city of Toowoomba, known for its agricultural hinterland and role as a major service and transport hub on the Darling Downs.	`E344820`	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: Toowoomba Regional Council area | Statement: [South East Queensland, contains, Toowoomba Regional Council area]

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

Target entity: Toowoomba Regional Council area
Context triple: [South East Queensland, contains, Toowoomba Regional Council area]

A. Scenic Rim Regional Council area
The Scenic Rim Regional Council area is a predominantly rural local government region in Queensland, Australia, known for its dramatic mountain ranges, national parks, and agricultural landscapes southwest of Brisbane.
B. Redland City Council area
Redland City Council area is a local government region in coastal South East Queensland, Australia, known for its bayside suburbs and islands in Moreton Bay.
C. Tamworth Regional Council area
Tamworth Regional Council area is a local government area in the New England region of New South Wales, Australia, centered on the regional city of Tamworth and surrounding rural communities.
D. Lockyer Valley Regional Council area
The Lockyer Valley Regional Council area is a predominantly rural local government region in Queensland, Australia, known for its fertile agricultural land and proximity to major centres like Brisbane and Toowoomba.
E. Cairns Regional Council
Cairns Regional Council is the local governing body responsible for municipal services, planning, and community development in the Cairns region of Far North Queensland, Australia.
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: Toowoomba Regional Council area
Triple: [South East Queensland, contains, Toowoomba Regional Council area]

Generated description

The Toowoomba Regional Council area is a local government region in inland Queensland centered on the city of Toowoomba, known for its agricultural hinterland and role as a major service and transport hub on the Darling Downs.

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

Target entity: Toowoomba Regional Council area
Target entity description: The Toowoomba Regional Council area is a local government region in inland Queensland centered on the city of Toowoomba, known for its agricultural hinterland and role as a major service and transport hub on the Darling Downs.

A. Scenic Rim Regional Council area
The Scenic Rim Regional Council area is a predominantly rural local government region in Queensland, Australia, known for its dramatic mountain ranges, national parks, and agricultural landscapes southwest of Brisbane.
B. Redland City Council area
Redland City Council area is a local government region in coastal South East Queensland, Australia, known for its bayside suburbs and islands in Moreton Bay.
C. Tamworth Regional Council area
Tamworth Regional Council area is a local government area in the New England region of New South Wales, Australia, centered on the regional city of Tamworth and surrounding rural communities.
D. Lockyer Valley Regional Council area
The Lockyer Valley Regional Council area is a predominantly rural local government region in Queensland, Australia, known for its fertile agricultural land and proximity to major centres like Brisbane and Toowoomba.
E. Cairns Regional Council
Cairns Regional Council is the local governing body responsible for municipal services, planning, and community development in the Cairns region of Far North Queensland, Australia.
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_69ad858f74408190bcbd07f967cd7bd0`	completed	March 8, 2026, 2:19 p.m.
NER	Named-entity recognition	`batch_69adaf65c9388190a0d74d6365ce631e`	completed	March 8, 2026, 5:18 p.m.
NED1	Entity disambiguation (via context triple)	`batch_69b2e8330720819091548d7f9652003a`	completed	March 12, 2026, 4:22 p.m.
NEDg	Description generation	`batch_69b2e8d04e508190916455fa2f4702b5`	completed	March 12, 2026, 4:24 p.m.
NED2	Entity disambiguation (via description)	`batch_69b2ed0f862c81909d9a279bea549339`	completed	March 12, 2026, 4:42 p.m.

Created at: March 8, 2026, 3:09 p.m.