Triple

T4438744
Position Surface form Disambiguated ID Type / Status
Subject University of the Punjab E95715 entity
Predicate hasInstitute P186 FINISHED
Object Institute of Business Administration (IBA), University of the Punjab
The Institute of Business Administration (IBA), University of the Punjab is a prominent business school in Lahore, Pakistan, offering undergraduate and graduate programs in business and management under the University of the Punjab.
E95715 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: Institute of Business Administration (IBA), University of the Punjab | Statement: [University of the Punjab, hasInstitute, Institute of Business Administration (IBA), University of the Punjab]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Institute of Business Administration (IBA), University of the Punjab
Context triple: [University of the Punjab, hasInstitute, Institute of Business Administration (IBA), University of the Punjab]
  • A. IBA University Sukkur
    IBA University Sukkur is a public sector higher education institution in Pakistan known for its business, management, and engineering programs and its focus on merit-based admissions and quality education.
  • B. Lahore University of Management Sciences
    Lahore University of Management Sciences is a leading private research university in Lahore, Pakistan, renowned for its programs in business, economics, engineering, and the social sciences.
  • C. University of the Punjab
    The University of the Punjab is one of Pakistan’s oldest and most prestigious public universities, renowned for its significant contributions to higher education and research in South Asia.
  • D. Karachi University of Business and Technology
    Karachi University of Business and Technology is a private higher education institution in Karachi, Pakistan, offering undergraduate and graduate programs in business, management, and related fields.
  • E. Islamia University of Bahawalpur
    Islamia University of Bahawalpur is a major public research university in Bahawalpur, known for serving the higher education needs of Southern Punjab, Pakistan across a wide range of academic disciplines.
  • 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: Institute of Business Administration (IBA), University of the Punjab
Triple: [University of the Punjab, hasInstitute, Institute of Business Administration (IBA), University of the Punjab]
Generated description
The Institute of Business Administration (IBA), University of the Punjab is a prominent business school in Lahore, Pakistan, offering undergraduate and graduate programs in business and management under the University of the Punjab.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Institute of Business Administration (IBA), University of the Punjab
Target entity description: The Institute of Business Administration (IBA), University of the Punjab is a prominent business school in Lahore, Pakistan, offering undergraduate and graduate programs in business and management under the University of the Punjab.
  • A. IBA University Sukkur
    IBA University Sukkur is a public sector higher education institution in Pakistan known for its business, management, and engineering programs and its focus on merit-based admissions and quality education.
  • B. Lahore University of Management Sciences
    Lahore University of Management Sciences is a leading private research university in Lahore, Pakistan, renowned for its programs in business, economics, engineering, and the social sciences.
  • C. University of the Punjab chosen
    The University of the Punjab is one of Pakistan’s oldest and most prestigious public universities, renowned for its significant contributions to higher education and research in South Asia.
  • D. Karachi University of Business and Technology
    Karachi University of Business and Technology is a private higher education institution in Karachi, Pakistan, offering undergraduate and graduate programs in business, management, and related fields.
  • E. Islamia University of Bahawalpur
    Islamia University of Bahawalpur is a major public research university in Bahawalpur, known for serving the higher education needs of Southern Punjab, Pakistan across a wide range of academic disciplines.
  • F. None of above.

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_69b3453ea2b48190a26f154b3b8fece5 completed March 12, 2026, 10:59 p.m.
NER Named-entity recognition batch_69b355aaa9288190b95d875d343d6ee5 completed March 13, 2026, 12:09 a.m.
NED1 Entity disambiguation (via context triple) batch_69b6137b97748190b8ebecaf590baad3 completed March 15, 2026, 2:03 a.m.
NEDg Description generation batch_69b615aea38481908ffe37feadeb9a4b completed March 15, 2026, 2:13 a.m.
NED2 Entity disambiguation (via description) batch_69b61601898c81908e108f475f4b35d3 completed March 15, 2026, 2:14 a.m.
Created at: March 12, 2026, 11:31 p.m.