Triple
T3104305
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Korat, Thailand |
E64793
|
entity |
| Predicate | hasUniversity |
P113
|
FINISHED |
| Object |
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.
|
E327361
|
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: Nakhon Ratchasima Rajabhat University | Statement: [Korat, Thailand, hasUniversity, Nakhon Ratchasima Rajabhat University]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Nakhon Ratchasima Rajabhat University Context triple: [Korat, Thailand, hasUniversity, Nakhon Ratchasima Rajabhat University]
-
A.
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.
-
B.
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.
-
C.
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.
-
D.
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.
-
E.
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.
- 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: Nakhon Ratchasima Rajabhat University Triple: [Korat, Thailand, hasUniversity, Nakhon Ratchasima Rajabhat University]
Generated description
Nakhon Ratchasima Rajabhat University is a public higher education institution in Nakhon Ratchasima Province, Thailand, focusing on teacher education and regional community development.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Nakhon Ratchasima Rajabhat University Target entity description: Nakhon Ratchasima Rajabhat University is a public higher education institution in Nakhon Ratchasima Province, Thailand, focusing on teacher education and regional community development.
-
A.
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.
-
B.
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.
-
C.
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.
-
D.
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.
-
E.
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.
- 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_69ad857eeaf48190b34ebfdaa7a264cf |
completed | March 8, 2026, 2:19 p.m. |
| NER | Named-entity recognition | batch_69ada26f376c8190a049399e33314d52 |
completed | March 8, 2026, 4:23 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69b203846a108190a97c30c463e119b1 |
completed | March 12, 2026, 12:06 a.m. |
| NEDg | Description generation | batch_69b20482147c8190852110e01c0988f3 |
completed | March 12, 2026, 12:10 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69b205d86ab0819084a352c0b634a026 |
completed | March 12, 2026, 12:16 a.m. |
Created at: March 8, 2026, 3:03 p.m.