Triple

T15005639
Position Surface form Disambiguated ID Type / Status
Subject Emerald, Queensland E377704 entity
Predicate hasIrrigationScheme P6177 FINISHED
Object Emerald Irrigation Area
Emerald Irrigation Area is a major agricultural irrigation district near Emerald in Central Queensland, supporting intensive cropping through water supplied primarily from Fairbairn Dam.
E1131864 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: Emerald Irrigation Area | Statement: [Emerald, Queensland, hasIrrigationScheme, Emerald Irrigation Area]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Emerald Irrigation Area
Context triple: [Emerald, Queensland, hasIrrigationScheme, Emerald Irrigation Area]
  • A. Murray Irrigation Area
    The Murray Irrigation Area is a major agricultural irrigation district in the Riverina region of New South Wales, Australia, known for its extensive network of channels supplying water to broadacre farms.
  • B. Sunraysia irrigation district
    The Sunraysia irrigation district is a major agricultural region in northwestern Victoria and southwestern New South Wales, Australia, renowned for its irrigated fruit and wine grape production along the Murray River.
  • C. El Dorado Irrigation District
    El Dorado Irrigation District is a public water agency in California that provides water, wastewater, and recycled water services, as well as managing local reservoirs and recreation areas.
  • D. Manning–Hunter water management area
    The Manning–Hunter water management area is an administrative hydrological region in New South Wales, Australia, designated for the coordinated management and allocation of water resources across the Manning and Hunter river systems and their tributaries.
  • E. Coleambally Irrigation Area
    Coleambally Irrigation Area is a major agricultural irrigation district in the Riverina region of New South Wales, Australia, known for intensive rice and cereal cropping supported by water from the Murrumbidgee River system.
  • 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: Emerald Irrigation Area
Triple: [Emerald, Queensland, hasIrrigationScheme, Emerald Irrigation Area]
Generated description
Emerald Irrigation Area is a major agricultural irrigation district near Emerald in Central Queensland, supporting intensive cropping through water supplied primarily from Fairbairn Dam.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Emerald Irrigation Area
Target entity description: Emerald Irrigation Area is a major agricultural irrigation district near Emerald in Central Queensland, supporting intensive cropping through water supplied primarily from Fairbairn Dam.
  • A. Murray Irrigation Area
    The Murray Irrigation Area is a major agricultural irrigation district in the Riverina region of New South Wales, Australia, known for its extensive network of channels supplying water to broadacre farms.
  • B. Sunraysia irrigation district
    The Sunraysia irrigation district is a major agricultural region in northwestern Victoria and southwestern New South Wales, Australia, renowned for its irrigated fruit and wine grape production along the Murray River.
  • C. El Dorado Irrigation District
    El Dorado Irrigation District is a public water agency in California that provides water, wastewater, and recycled water services, as well as managing local reservoirs and recreation areas.
  • D. Manning–Hunter water management area
    The Manning–Hunter water management area is an administrative hydrological region in New South Wales, Australia, designated for the coordinated management and allocation of water resources across the Manning and Hunter river systems and their tributaries.
  • E. Coleambally Irrigation Area
    Coleambally Irrigation Area is a major agricultural irrigation district in the Riverina region of New South Wales, Australia, known for intensive rice and cereal cropping supported by water from the Murrumbidgee River system.
  • 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_69d85cd3a3c881908c71fc424d459c17 completed April 10, 2026, 2:13 a.m.
NER Named-entity recognition batch_69ded7322b5c81909089cbbf816e1436 completed April 15, 2026, 12:09 a.m.
NED1 Entity disambiguation (via context triple) batch_69fe96a35acc8190a85f2ce32800ce1b completed May 9, 2026, 2:06 a.m.
NEDg Description generation batch_69fe98917abc81908998205b4ecf201f completed May 9, 2026, 2:14 a.m.
NED2 Entity disambiguation (via description) batch_69fe997c744481909bd3c66c3dd68f19 completed May 9, 2026, 2:18 a.m.
Created at: April 10, 2026, 2:54 a.m.