Triple

T14062412
Position Surface form Disambiguated ID Type / Status
Subject Public Procurement Regulatory Authority (PPRA) E338377 entity
Predicate legalBasis P125 FINISHED
Object Public Procurement Rules, 2004
The Public Procurement Rules, 2004 are Pakistan’s primary regulatory framework governing how public sector organizations must plan, advertise, evaluate, and award contracts to ensure transparency, fairness, and value for money in government purchasing.
E1077602 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: Public Procurement Rules, 2004 | Statement: [Public Procurement Regulatory Authority (PPRA), legalBasis, Public Procurement Rules, 2004]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Public Procurement Rules, 2004
Context triple: [Public Procurement Regulatory Authority (PPRA), legalBasis, Public Procurement Rules, 2004]
  • A. Government Procurement Code
    The Government Procurement Code is a plurilateral trade agreement established under the GATT framework to open and regulate government purchasing markets among participating countries, later evolving into the WTO Agreement on Government Procurement.
  • B. Public Procurement and Asset Disposal Act 2015
    The Public Procurement and Asset Disposal Act 2015 is a Kenyan law that regulates how public entities procure goods, works, and services and dispose of public assets to promote transparency, fairness, and value for money in the use of public funds.
  • C. GATT Government Procurement Code
    The GATT Government Procurement Code is an international trade agreement that sets rules to ensure transparency, non-discrimination, and fair competition in government purchasing among its signatory countries.
  • D. Tokyo Round Government Procurement Code
    The Tokyo Round Government Procurement Code was an early plurilateral trade agreement under the GATT that aimed to open up and regulate government procurement markets among participating countries.
  • E. Plurilateral Agreement on Government Procurement
    The Plurilateral Agreement on Government Procurement is a World Trade Organization treaty that opens up government procurement markets among its signatory members by promoting transparency, non-discrimination, and fair competition in public purchasing.
  • 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: Public Procurement Rules, 2004
Triple: [Public Procurement Regulatory Authority (PPRA), legalBasis, Public Procurement Rules, 2004]
Generated description
The Public Procurement Rules, 2004 are Pakistan’s primary regulatory framework governing how public sector organizations must plan, advertise, evaluate, and award contracts to ensure transparency, fairness, and value for money in government purchasing.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Public Procurement Rules, 2004
Target entity description: The Public Procurement Rules, 2004 are Pakistan’s primary regulatory framework governing how public sector organizations must plan, advertise, evaluate, and award contracts to ensure transparency, fairness, and value for money in government purchasing.
  • A. Government Procurement Code
    The Government Procurement Code is a plurilateral trade agreement established under the GATT framework to open and regulate government purchasing markets among participating countries, later evolving into the WTO Agreement on Government Procurement.
  • B. Public Procurement and Asset Disposal Act 2015
    The Public Procurement and Asset Disposal Act 2015 is a Kenyan law that regulates how public entities procure goods, works, and services and dispose of public assets to promote transparency, fairness, and value for money in the use of public funds.
  • C. GATT Government Procurement Code
    The GATT Government Procurement Code is an international trade agreement that sets rules to ensure transparency, non-discrimination, and fair competition in government purchasing among its signatory countries.
  • D. Tokyo Round Government Procurement Code
    The Tokyo Round Government Procurement Code was an early plurilateral trade agreement under the GATT that aimed to open up and regulate government procurement markets among participating countries.
  • E. Plurilateral Agreement on Government Procurement
    The Plurilateral Agreement on Government Procurement is a World Trade Organization treaty that opens up government procurement markets among its signatory members by promoting transparency, non-discrimination, and fair competition in public purchasing.
  • 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_69d81c67ba6c819091935650dfb3b895 completed April 9, 2026, 9:38 p.m.
NER Named-entity recognition batch_69de568876308190840361dcaf10bd45 completed April 14, 2026, 3 p.m.
NED1 Entity disambiguation (via context triple) batch_69fcb6673de881909653c7691422b800 completed May 7, 2026, 3:57 p.m.
NEDg Description generation batch_69fcc3b8aea881909b11a4671314810e completed May 7, 2026, 4:54 p.m.
NED2 Entity disambiguation (via description) batch_69fcc450fea881909e3b5bbd96469a8b completed May 7, 2026, 4:56 p.m.
Created at: April 9, 2026, 10:21 p.m.