Triple

T8022029
Position Surface form Disambiguated ID Type / Status
Subject Grand Trunk Road E186760 entity
Predicate modernSegmentsFormPartOf P80617 FINISHED
Object N-5 National Highway (Pakistan)
N-5 National Highway (Pakistan) is the country’s longest and most important north–south road corridor, linking major cities from Karachi to Peshawar and serving as a key artery for trade and transport.
 E707743 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: N-5 National Highway (Pakistan) | Statement: [Grand Trunk Road, modernSegmentsFormPartOf, N-5 National Highway (Pakistan)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: N-5 National Highway (Pakistan)
Context triple: [Grand Trunk Road, modernSegmentsFormPartOf, N-5 National Highway (Pakistan)]
  • A. National Highway Network of Pakistan
    The National Highway Network of Pakistan is the country’s primary system of major roads and highways that links key ports, cities, and regions to support national transport and trade.
  • B. Lahore–Jhang road
    The Lahore–Jhang road is a significant regional highway in Pakistan that connects the city of Lahore with Jhang, passing through towns such as Rabwah.
  • C. Sukkur–Multan Motorway
    The Sukkur–Multan Motorway is a major controlled-access highway in Pakistan that forms a key north–south transportation link and a flagship infrastructure project under the China–Pakistan Economic Corridor.
  • D. Karachi–Hyderabad Motorway
    The Karachi–Hyderabad Motorway is a major controlled-access highway in Pakistan that forms a key segment of the route linking the port city of Karachi with the interior of Sindh and the rest of the country.
  • E. Islamabad Expressway
    Islamabad Expressway is a major arterial road in Islamabad, Pakistan, providing a key north–south transportation corridor through the capital and linking it with surrounding areas.
  • 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: N-5 National Highway (Pakistan)
Triple: [Grand Trunk Road, modernSegmentsFormPartOf, N-5 National Highway (Pakistan)]
Generated description
N-5 National Highway (Pakistan) is the country’s longest and most important north–south road corridor, linking major cities from Karachi to Peshawar and serving as a key artery for trade and transport.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: N-5 National Highway (Pakistan)
Target entity description: N-5 National Highway (Pakistan) is the country’s longest and most important north–south road corridor, linking major cities from Karachi to Peshawar and serving as a key artery for trade and transport.
  • A. National Highway Network of Pakistan
    The National Highway Network of Pakistan is the country’s primary system of major roads and highways that links key ports, cities, and regions to support national transport and trade.
  • B. Lahore–Jhang road
    The Lahore–Jhang road is a significant regional highway in Pakistan that connects the city of Lahore with Jhang, passing through towns such as Rabwah.
  • C. Sukkur–Multan Motorway
    The Sukkur–Multan Motorway is a major controlled-access highway in Pakistan that forms a key north–south transportation link and a flagship infrastructure project under the China–Pakistan Economic Corridor.
  • D. Karachi–Hyderabad Motorway
    The Karachi–Hyderabad Motorway is a major controlled-access highway in Pakistan that forms a key segment of the route linking the port city of Karachi with the interior of Sindh and the rest of the country.
  • E. Islamabad Expressway
    Islamabad Expressway is a major arterial road in Islamabad, Pakistan, providing a key north–south transportation corridor through the capital and linking it with surrounding areas.
  • 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_69ca82ac7fc081909b1398cf025423af completed March 30, 2026, 2:03 p.m.
NER Named-entity recognition batch_69cb3e8eab9c81908098e6b17957316c completed March 31, 2026, 3:25 a.m.
NED1 Entity disambiguation (via context triple) batch_69cc56cdce588190abba45c24dc7a5e7 completed March 31, 2026, 11:20 p.m.
NEDg Description generation batch_69cc58aac4288190a2be4691fc740171 completed March 31, 2026, 11:28 p.m.
NED2 Entity disambiguation (via description) batch_69cc5cbaefb481909eb325f0d27675c0 completed March 31, 2026, 11:46 p.m.
Created at: March 30, 2026, 5:20 p.m.