Triple

T16929660
Position Surface form Disambiguated ID Type / Status
Subject Mackay Ring Road E410670 entity
Predicate impact P9 FINISHED
Object improves travel times around Mackay
Mackay Ring Road is a major bypass route designed to divert traffic around Mackay, reducing congestion and significantly shortening travel times for motorists and freight.
E1241424 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: improves travel times around Mackay | Statement: [Mackay Ring Road, impact, improves travel times around Mackay]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: improves travel times around Mackay
Context triple: [Mackay Ring Road, impact, improves travel times around Mackay]
  • A. Brisbane–Gold Coast transport corridor
    The Brisbane–Gold Coast transport corridor is a major urban and intercity transport axis in South East Queensland, Australia, linking Brisbane with the Gold Coast via road and rail infrastructure.
  • B. Brisbane–Ipswich transport corridor
    The Brisbane–Ipswich transport corridor is a major road and rail route in South East Queensland that links the city of Brisbane with the regional city of Ipswich and surrounding growth areas.
  • C. Queensland freight network
    The Queensland freight network is an integrated system of rail and road corridors across Queensland that supports the movement of goods between key regional, agricultural, and urban centers, including major routes such as the Brisbane–Darling Downs freight corridor.
  • D. Sunshine Coast public transport network
    The Sunshine Coast public transport network is the integrated system of buses and related services that provides public transit across Queensland’s Sunshine Coast region.
  • E. Cairns–Kuranda railway
    The Cairns–Kuranda railway is a historic scenic rail line in Queensland, Australia, renowned for its dramatic rainforest, mountain, and waterfall views as it climbs from Cairns to the village of Kuranda.
  • 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: improves travel times around Mackay
Triple: [Mackay Ring Road, impact, improves travel times around Mackay]
Generated description
Mackay Ring Road is a major bypass route designed to divert traffic around Mackay, reducing congestion and significantly shortening travel times for motorists and freight.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: improves travel times around Mackay
Target entity description: Mackay Ring Road is a major bypass route designed to divert traffic around Mackay, reducing congestion and significantly shortening travel times for motorists and freight.
  • A. Brisbane–Gold Coast transport corridor
    The Brisbane–Gold Coast transport corridor is a major urban and intercity transport axis in South East Queensland, Australia, linking Brisbane with the Gold Coast via road and rail infrastructure.
  • B. Brisbane–Ipswich transport corridor
    The Brisbane–Ipswich transport corridor is a major road and rail route in South East Queensland that links the city of Brisbane with the regional city of Ipswich and surrounding growth areas.
  • C. Queensland freight network
    The Queensland freight network is an integrated system of rail and road corridors across Queensland that supports the movement of goods between key regional, agricultural, and urban centers, including major routes such as the Brisbane–Darling Downs freight corridor.
  • D. Sunshine Coast public transport network
    The Sunshine Coast public transport network is the integrated system of buses and related services that provides public transit across Queensland’s Sunshine Coast region.
  • E. Cairns–Kuranda railway
    The Cairns–Kuranda railway is a historic scenic rail line in Queensland, Australia, renowned for its dramatic rainforest, mountain, and waterfall views as it climbs from Cairns to the village of Kuranda.
  • 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_69d886c886688190967be07322597ac9 completed April 10, 2026, 5:12 a.m.
NER Named-entity recognition batch_69e3cf23873c8190bdc9121d6c3850e2 completed April 18, 2026, 6:36 p.m.
NED1 Entity disambiguation (via context triple) batch_6a00cfdeb7a88190aac21a8645607dc8 completed May 10, 2026, 6:35 p.m.
NEDg Description generation batch_6a00d0a0852c8190991af93d50fa2216 completed May 10, 2026, 6:38 p.m.
NED2 Entity disambiguation (via description) batch_6a00d14b83d88190b3dbc124d5b33029 completed May 10, 2026, 6:41 p.m.
Created at: April 10, 2026, 5:30 a.m.