Triple

T5315724
Position Surface form Disambiguated ID Type / Status
Subject Hyderabad (Sindh) E119141 entity
Predicate hasEducationalInstitution P113 FINISHED
Object Liaquat University of Medical and Health Sciences (nearby in Jamshoro)
Liaquat University of Medical and Health Sciences is a prominent public medical university in Pakistan known for training healthcare professionals and conducting medical research, serving the Sindh region from its campus in Jamshoro.
E511057 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: Liaquat University of Medical and Health Sciences (nearby in Jamshoro) | Statement: [Hyderabad (Sindh), hasEducationalInstitution, Liaquat University of Medical and Health Sciences (nearby in Jamshoro)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Liaquat University of Medical and Health Sciences (nearby in Jamshoro)
Context triple: [Hyderabad (Sindh), hasEducationalInstitution, Liaquat University of Medical and Health Sciences (nearby in Jamshoro)]
  • A. Ayub Medical College
    Ayub Medical College is a prominent public medical education institution located in Abbottabad, Pakistan, known for training doctors and healthcare professionals for the region.
  • B. Nishtar Medical University
    Nishtar Medical University is a prominent public medical institution in Multan, Pakistan, known for training healthcare professionals and providing tertiary care services.
  • C. Hazara University (near Mansehra)
    Hazara University (near Mansehra) is a public higher education institution in Pakistan’s Khyber Pakhtunkhwa province, offering a range of undergraduate and postgraduate programs across multiple disciplines.
  • D. Rawalpindi Medical University
    Rawalpindi Medical University is a public medical institution in Rawalpindi, Pakistan, that provides undergraduate and postgraduate education and training in medicine and allied health sciences.
  • E. Ghulam Muhammad Mahar Medical College
    Ghulam Muhammad Mahar Medical College is a public medical institution in Sukkur, Pakistan, offering undergraduate and postgraduate medical education and training.
  • 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: Liaquat University of Medical and Health Sciences (nearby in Jamshoro)
Triple: [Hyderabad (Sindh), hasEducationalInstitution, Liaquat University of Medical and Health Sciences (nearby in Jamshoro)]
Generated description
Liaquat University of Medical and Health Sciences is a prominent public medical university in Pakistan known for training healthcare professionals and conducting medical research, serving the Sindh region from its campus in Jamshoro.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Liaquat University of Medical and Health Sciences (nearby in Jamshoro)
Target entity description: Liaquat University of Medical and Health Sciences is a prominent public medical university in Pakistan known for training healthcare professionals and conducting medical research, serving the Sindh region from its campus in Jamshoro.
  • A. Ayub Medical College
    Ayub Medical College is a prominent public medical education institution located in Abbottabad, Pakistan, known for training doctors and healthcare professionals for the region.
  • B. Nishtar Medical University
    Nishtar Medical University is a prominent public medical institution in Multan, Pakistan, known for training healthcare professionals and providing tertiary care services.
  • C. Hazara University (near Mansehra)
    Hazara University (near Mansehra) is a public higher education institution in Pakistan’s Khyber Pakhtunkhwa province, offering a range of undergraduate and postgraduate programs across multiple disciplines.
  • D. Rawalpindi Medical University
    Rawalpindi Medical University is a public medical institution in Rawalpindi, Pakistan, that provides undergraduate and postgraduate education and training in medicine and allied health sciences.
  • E. Ghulam Muhammad Mahar Medical College
    Ghulam Muhammad Mahar Medical College is a public medical institution in Sukkur, Pakistan, offering undergraduate and postgraduate medical education and training.
  • 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_69bd446b57bc8190a513d2e6c40314f3 completed March 20, 2026, 12:58 p.m.
NER Named-entity recognition batch_69bd854eb3248190b42a4b52f1c81bef completed March 20, 2026, 5:35 p.m.
NED1 Entity disambiguation (via context triple) batch_69bf110e89548190a5eb0bad6ab0483b completed March 21, 2026, 9:43 p.m.
NEDg Description generation batch_69bf1263876c8190a278f06ad8ac816a completed March 21, 2026, 9:49 p.m.
NED2 Entity disambiguation (via description) batch_69bf12c123008190a0d3f3c23af59819 completed March 21, 2026, 9:50 p.m.
Created at: March 20, 2026, 1:54 p.m.