Triple

T4738406
Position Surface form Disambiguated ID Type / Status
Subject Muslim League (Pakistan) E105179 entity
Predicate notableMember P10 FINISHED
Object Ayub Khuhro
Ayub Khuhro was a prominent Pakistani politician who served multiple terms as Chief Minister of Sindh and played a key role in the early political development of Pakistan.
E477769 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: Ayub Khuhro | Statement: [Muslim League (Pakistan), notableMember, Ayub Khuhro]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Ayub Khuhro
Context triple: [Muslim League (Pakistan), notableMember, Ayub Khuhro]
  • A. Shaukat Ali
    Shaukat Ali was a prominent Indian Muslim nationalist leader and activist best known for his role in the Khilafat Movement alongside his brother Mohammad Ali Jauhar.
  • B. Chaudhry Muhammad Ali
    Chaudhry Muhammad Ali was a Pakistani statesman and civil servant who served as the country's fourth prime minister and played a key role in framing its early constitutional and financial policies.
  • C. Ghulam Qadir
    Ghulam Qadir was an 18th-century Rohilla chieftain notorious for his brutal treatment of the Mughal emperor Shah Alam II and his role in the empire’s violent decline.
  • D. Chaudhry Khaliquzzaman
    Chaudhry Khaliquzzaman was a prominent Indian Muslim politician and lawyer who played a key role in the Pakistan Movement and later served in important political positions in Pakistan.
  • E. Abdul Salam Arif
    Abdul Salam Arif was an Iraqi military officer and nationalist politician who served as President of Iraq in the 1960s after helping lead the 1958 revolution that overthrew the monarchy.
  • 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: Ayub Khuhro
Triple: [Muslim League (Pakistan), notableMember, Ayub Khuhro]
Generated description
Ayub Khuhro was a prominent Pakistani politician who served multiple terms as Chief Minister of Sindh and played a key role in the early political development of Pakistan.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Ayub Khuhro
Target entity description: Ayub Khuhro was a prominent Pakistani politician who served multiple terms as Chief Minister of Sindh and played a key role in the early political development of Pakistan.
  • A. Shaukat Ali
    Shaukat Ali was a prominent Indian Muslim nationalist leader and activist best known for his role in the Khilafat Movement alongside his brother Mohammad Ali Jauhar.
  • B. Chaudhry Muhammad Ali
    Chaudhry Muhammad Ali was a Pakistani statesman and civil servant who served as the country's fourth prime minister and played a key role in framing its early constitutional and financial policies.
  • C. Ghulam Qadir
    Ghulam Qadir was an 18th-century Rohilla chieftain notorious for his brutal treatment of the Mughal emperor Shah Alam II and his role in the empire’s violent decline.
  • D. Chaudhry Khaliquzzaman
    Chaudhry Khaliquzzaman was a prominent Indian Muslim politician and lawyer who played a key role in the Pakistan Movement and later served in important political positions in Pakistan.
  • E. Abdul Salam Arif
    Abdul Salam Arif was an Iraqi military officer and nationalist politician who served as President of Iraq in the 1960s after helping lead the 1958 revolution that overthrew the monarchy.
  • 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_69bd43ef87a48190a5bc3600711aa032 completed March 20, 2026, 12:56 p.m.
NER Named-entity recognition batch_69bd6485d690819098dc4a974516da6b completed March 20, 2026, 3:15 p.m.
NED1 Entity disambiguation (via context triple) batch_69be6f979ca88190bc0128812329cb24 completed March 21, 2026, 10:14 a.m.
NEDg Description generation batch_69be702fe55481908224972344213a56 completed March 21, 2026, 10:17 a.m.
NED2 Entity disambiguation (via description) batch_69be7097c2a0819082229acd3d6f99ca completed March 21, 2026, 10:19 a.m.
Created at: March 20, 2026, 1:19 p.m.