Triple

T6549780
Position Surface form Disambiguated ID Type / Status
Subject Songkhla E151100 entity
Predicate hasUniversity P113 FINISHED
Object Prince of Songkla University
Prince of Songkla University is a major public research university in southern Thailand known for its strong academic programs and regional development role.
E605441 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: Prince of Songkla University | Statement: [Songkhla, hasUniversity, Prince of Songkla University]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Prince of Songkla University
Context triple: [Songkhla, hasUniversity, Prince of Songkla University]
  • A. Nakhon Ratchasima Rajabhat University
    Nakhon Ratchasima Rajabhat University is a public higher education institution in Nakhon Ratchasima Province, Thailand, focusing on teacher education and regional community development.
  • B. Suranaree University of Technology
    Suranaree University of Technology is a public research university in Nakhon Ratchasima, Thailand, known for its strong emphasis on science, engineering, and technology education.
  • C. Chulalongkorn University
    Chulalongkorn University is Thailand’s oldest and one of its most prestigious universities, renowned for its research, academic excellence, and leadership in higher education in Southeast Asia.
  • D. Chiang Mai University
    Chiang Mai University is a leading public research university in northern Thailand known for its comprehensive academic programs and strong emphasis on regional development and culture.
  • E. Mahidol University
    Mahidol University is one of Thailand’s leading research-intensive universities, renowned especially for its excellence in medicine, health sciences, and related fields.
  • 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: Prince of Songkla University
Triple: [Songkhla, hasUniversity, Prince of Songkla University]
Generated description
Prince of Songkla University is a major public research university in southern Thailand known for its strong academic programs and regional development role.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Prince of Songkla University
Target entity description: Prince of Songkla University is a major public research university in southern Thailand known for its strong academic programs and regional development role.
  • A. Nakhon Ratchasima Rajabhat University
    Nakhon Ratchasima Rajabhat University is a public higher education institution in Nakhon Ratchasima Province, Thailand, focusing on teacher education and regional community development.
  • B. Suranaree University of Technology
    Suranaree University of Technology is a public research university in Nakhon Ratchasima, Thailand, known for its strong emphasis on science, engineering, and technology education.
  • C. Chulalongkorn University
    Chulalongkorn University is Thailand’s oldest and one of its most prestigious universities, renowned for its research, academic excellence, and leadership in higher education in Southeast Asia.
  • D. Chiang Mai University
    Chiang Mai University is a leading public research university in northern Thailand known for its comprehensive academic programs and strong emphasis on regional development and culture.
  • E. Mahidol University
    Mahidol University is one of Thailand’s leading research-intensive universities, renowned especially for its excellence in medicine, health sciences, and related fields.
  • 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_69c687f3fd60819083bfa583e5bcfa71 completed March 27, 2026, 1:36 p.m.
NER Named-entity recognition batch_69c6ae04affc8190826ee033849f2d42 completed March 27, 2026, 4:19 p.m.
NED1 Entity disambiguation (via context triple) batch_69c6d55113408190b96baf2747f36e3c completed March 27, 2026, 7:06 p.m.
NEDg Description generation batch_69c6d82753288190bb8cd18254feee2d completed March 27, 2026, 7:19 p.m.
NED2 Entity disambiguation (via description) batch_69c6d92bc2508190b0e1eaf8b46c958e completed March 27, 2026, 7:23 p.m.
Created at: March 27, 2026, 1:51 p.m.