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.