Triple

T17401505
Position Surface form Disambiguated ID Type / Status
Subject Keysborough E423097 entity
Predicate hasNearbyIndustrialArea P20649 FINISHED
Object Dandenong South industrial precinct
Dandenong South industrial precinct is a major manufacturing and logistics hub in Melbourne’s south-east, known for its large-scale warehouses, factories, and distribution centers.
E94470 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: Dandenong South industrial precinct | Statement: [Keysborough, hasNearbyIndustrialArea, Dandenong South industrial precinct]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Dandenong South industrial precinct
Context triple: [Keysborough, hasNearbyIndustrialArea, Dandenong South industrial precinct]
  • A. Dandenong, Victoria
    Dandenong, Victoria is a suburb in Melbourne, Australia, known historically as an industrial and manufacturing hub.
  • B. Silverwater Industrial Estate
    Silverwater Industrial Estate is a major industrial and commercial precinct in Silverwater, Sydney, comprising warehouses, manufacturing facilities, and distribution centers.
  • C. City of Greater Dandenong
    The City of Greater Dandenong is a local government area in Melbourne’s south‑east known for its cultural diversity, major commercial and industrial hubs, and significant migrant communities.
  • D. City of Frankston
    The City of Frankston is a local government area in Melbourne’s south-eastern bayside suburbs, known for its coastal setting, major retail and health services, and role as a regional hub on the Mornington Peninsula.
  • E. Dandenong Activity Centre
    Dandenong Activity Centre is a key commercial and civic hub within Melbourne’s south-eastern suburbs, serving as the primary retail, business, and community focal point for the City of Greater Dandenong.
  • 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: Dandenong South industrial precinct
Triple: [Keysborough, hasNearbyIndustrialArea, Dandenong South industrial precinct]
Generated description
Dandenong South industrial precinct is a major manufacturing and logistics hub in Melbourne’s south-east, known for its large-scale warehouses, factories, and distribution centers.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Dandenong South industrial precinct
Target entity description: Dandenong South industrial precinct is a major manufacturing and logistics hub in Melbourne’s south-east, known for its large-scale warehouses, factories, and distribution centers.
  • A. Dandenong, Victoria chosen
    Dandenong, Victoria is a suburb in Melbourne, Australia, known historically as an industrial and manufacturing hub.
  • B. Silverwater Industrial Estate
    Silverwater Industrial Estate is a major industrial and commercial precinct in Silverwater, Sydney, comprising warehouses, manufacturing facilities, and distribution centers.
  • C. City of Greater Dandenong
    The City of Greater Dandenong is a local government area in Melbourne’s south‑east known for its cultural diversity, major commercial and industrial hubs, and significant migrant communities.
  • D. City of Frankston
    The City of Frankston is a local government area in Melbourne’s south-eastern bayside suburbs, known for its coastal setting, major retail and health services, and role as a regional hub on the Mornington Peninsula.
  • E. Dandenong Activity Centre
    Dandenong Activity Centre is a key commercial and civic hub within Melbourne’s south-eastern suburbs, serving as the primary retail, business, and community focal point for the City of Greater Dandenong.
  • F. None of above.

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_69d889d710288190bf0f4762801fefae completed April 10, 2026, 5:25 a.m.
NER Named-entity recognition batch_69e43ac126788190b51323bde3c9ba69 completed April 19, 2026, 2:15 a.m.
NED1 Entity disambiguation (via context triple) batch_6a01afe4b8c48190bfb74141db5dfdf4 completed May 11, 2026, 10:31 a.m.
NEDg Description generation batch_6a01b0be5e7481908f87aeb844ff9e05 completed May 11, 2026, 10:34 a.m.
NED2 Entity disambiguation (via description) batch_6a01b11e85c08190a7bb2a82c9a4a9ca completed May 11, 2026, 10:36 a.m.
Created at: April 10, 2026, 5:45 a.m.