Triple

T18658412
Position Surface form Disambiguated ID Type / Status
Subject Government of Punjab, Pakistan E456126 entity
Predicate hasDepartment P35 FINISHED
Object Punjab Transport Department — NE NERFINISHED

How this triple was built (3 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: Punjab Transport Department | Statement: [Government of Punjab, Pakistan, hasDepartment, Punjab Transport Department]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Punjab Transport Department
Context triple: [Government of Punjab, Pakistan, hasDepartment, Punjab Transport Department]
  • A. Punjab Mass Transit Authority
    The Punjab Mass Transit Authority is a government agency in Pakistan responsible for planning, operating, and regulating large-scale urban public transport systems such as bus rapid transit networks.
  • B. Sindh Transport and Mass Transit Department
    The Sindh Transport and Mass Transit Department is the provincial government body responsible for planning, regulating, and developing public transport and mass transit systems in Pakistan’s Sindh province.
  • C. Haryana Road Transport Authority
    Haryana Road Transport Authority is the state-level government body responsible for regulating and overseeing road transport, vehicle registration, and driver licensing in the Indian state of Haryana.
  • D. Regional Transport Office Amritsar
    Regional Transport Office Amritsar is the government authority in Amritsar responsible for vehicle registration, driver licensing, and enforcement of transport regulations in its region.
  • E. Regional Transport Office Nadiad
    Regional Transport Office Nadiad is a government motor vehicle and driver licensing authority serving the Nadiad region in the Indian state of Gujarat.
  • F. None of above. chosen
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Punjab Transport Department
Target entity description: The Punjab Transport Department is the provincial government body in Pakistan responsible for regulating, planning, and overseeing transportation services and infrastructure within Punjab.
  • A. Punjab Mass Transit Authority
    The Punjab Mass Transit Authority is a government agency in Pakistan responsible for planning, operating, and regulating large-scale urban public transport systems such as bus rapid transit networks.
  • B. Sindh Transport and Mass Transit Department
    The Sindh Transport and Mass Transit Department is the provincial government body responsible for planning, regulating, and developing public transport and mass transit systems in Pakistan’s Sindh province.
  • C. Haryana Road Transport Authority
    Haryana Road Transport Authority is the state-level government body responsible for regulating and overseeing road transport, vehicle registration, and driver licensing in the Indian state of Haryana.
  • D. Regional Transport Office Amritsar
    Regional Transport Office Amritsar is the government authority in Amritsar responsible for vehicle registration, driver licensing, and enforcement of transport regulations in its region.
  • E. Regional Transport Office Nadiad
    Regional Transport Office Nadiad is a government motor vehicle and driver licensing authority serving the Nadiad region in the Indian state of Gujarat.
  • F. None of above. chosen

Provenance (2 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_69d8d38ea1e88190997e9b231190ba6f completed April 10, 2026, 10:40 a.m.
NER Named-entity recognition batch_69e55087ae8081909cb4c0ce6c809d55 completed April 19, 2026, 10 p.m.
Created at: April 10, 2026, 11:48 a.m.