Triple
T3104306
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Korat, Thailand |
E64793
|
entity |
| Predicate | hasUniversity |
P113
|
FINISHED |
| Object |
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.
|
E329327
|
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: Suranaree University of Technology | Statement: [Korat, Thailand, hasUniversity, Suranaree University of Technology]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Suranaree University of Technology Context triple: [Korat, Thailand, hasUniversity, Suranaree University of Technology]
-
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.
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.
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.
-
D.
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.
-
E.
Sasin School of Management
Sasin School of Management is a leading international business school in Bangkok, Thailand, known for its MBA and executive education programs and its affiliation with top global institutions.
- 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: Suranaree University of Technology Triple: [Korat, Thailand, hasUniversity, Suranaree University of Technology]
Generated description
Suranaree University of Technology is a public research university in Nakhon Ratchasima, Thailand, known for its strong emphasis on science, engineering, and technology education.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Suranaree University of Technology Target entity description: Suranaree University of Technology is a public research university in Nakhon Ratchasima, Thailand, known for its strong emphasis on science, engineering, and technology education.
-
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.
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.
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.
-
D.
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.
-
E.
Sasin School of Management
Sasin School of Management is a leading international business school in Bangkok, Thailand, known for its MBA and executive education programs and its affiliation with top global institutions.
- 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_69b20f5994088190abc4b56040922c16 |
completed | March 12, 2026, 12:56 a.m. |
| NEDg | Description generation | batch_69b212fbb90c819098957f3e6b1b7203 |
completed | March 12, 2026, 1:12 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69b2137fa3808190bc4c3a333ae250cd |
completed | March 12, 2026, 1:14 a.m. |
Created at: March 8, 2026, 3:03 p.m.