Triple

T9052155
Position Surface form Disambiguated ID Type / Status
Subject Institute of Humanities and Social Sciences E216907 entity
Predicate collaboratesWith P37 FINISHED
Object Cambodian universities
Cambodian universities are higher education institutions in Cambodia that provide undergraduate and graduate programs across diverse academic fields and often engage in international and regional academic collaborations.
E774614 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: Cambodian universities | Statement: [Institute of Humanities and Social Sciences, collaboratesWith, Cambodian universities]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Cambodian universities
Context triple: [Institute of Humanities and Social Sciences, collaboratesWith, Cambodian universities]
  • A. University of Cambodia
    The University of Cambodia is a private higher education institution in Phnom Penh known for offering a range of undergraduate and graduate programs and for educating many of the country’s political and business leaders.
  • B. Royal University of Phnom Penh
    The Royal University of Phnom Penh is Cambodia’s oldest and largest public university, known for its programs in humanities, sciences, and social sciences and its central role in the country’s higher education system.
  • C. University of Battambang
    The University of Battambang is a public higher education institution in Battambang, Cambodia, offering a range of undergraduate and graduate programs to support regional development and human resource training.
  • D. National University of Laos
    The National University of Laos is the largest and main public university in Laos, offering a wide range of higher education and research programs across multiple disciplines.
  • E. Vietnam national university system
    The Vietnam national university system is a network of leading public multidisciplinary universities in Vietnam that operate with a high degree of autonomy and play a central role in the country’s higher education and research.
  • 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: Cambodian universities
Triple: [Institute of Humanities and Social Sciences, collaboratesWith, Cambodian universities]
Generated description
Cambodian universities are higher education institutions in Cambodia that provide undergraduate and graduate programs across diverse academic fields and often engage in international and regional academic collaborations.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Cambodian universities
Target entity description: Cambodian universities are higher education institutions in Cambodia that provide undergraduate and graduate programs across diverse academic fields and often engage in international and regional academic collaborations.
  • A. University of Cambodia
    The University of Cambodia is a private higher education institution in Phnom Penh known for offering a range of undergraduate and graduate programs and for educating many of the country’s political and business leaders.
  • B. Royal University of Phnom Penh
    The Royal University of Phnom Penh is Cambodia’s oldest and largest public university, known for its programs in humanities, sciences, and social sciences and its central role in the country’s higher education system.
  • C. University of Battambang
    The University of Battambang is a public higher education institution in Battambang, Cambodia, offering a range of undergraduate and graduate programs to support regional development and human resource training.
  • D. National University of Laos
    The National University of Laos is the largest and main public university in Laos, offering a wide range of higher education and research programs across multiple disciplines.
  • E. Vietnam national university system
    The Vietnam national university system is a network of leading public multidisciplinary universities in Vietnam that operate with a high degree of autonomy and play a central role in the country’s higher education and research.
  • 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_69ca83d362e88190ae44b4e4dc194209 completed March 30, 2026, 2:08 p.m.
NER Named-entity recognition batch_69cc7a700de48190aa9f61d850e01cbd completed April 1, 2026, 1:52 a.m.
NED1 Entity disambiguation (via context triple) batch_69cfebd1450c819092dccae2c48b100d completed April 3, 2026, 4:33 p.m.
NEDg Description generation batch_69cfedc8c13081909980f89815ee695d completed April 3, 2026, 4:41 p.m.
NED2 Entity disambiguation (via description) batch_69cfee92d74881909b9093c3948e926f completed April 3, 2026, 4:45 p.m.
Created at: March 30, 2026, 7:10 p.m.