Triple
T13047513
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Nakhon Ratchasima Rajabhat University |
E327361
|
entity |
| Predicate | partOf |
P40
|
FINISHED |
| Object |
Rajabhat University system
The Rajabhat University system is a nationwide network of Thai public universities focused on regional development, teacher education, and community-oriented higher learning.
|
E1047531
|
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: Rajabhat University system | Statement: [Nakhon Ratchasima Rajabhat University, partOf, Rajabhat University system]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Rajabhat University system Context triple: [Nakhon Ratchasima Rajabhat University, partOf, Rajabhat University system]
-
A.
Thammasat University
Thammasat University is one of Thailand’s oldest and most prestigious public universities, renowned for its strong emphasis on social sciences, law, and political activism.
-
B.
Rangsit University
Rangsit University is a prominent private university in Thailand known for its diverse academic programs and strong emphasis on innovation and research.
-
C.
Sukhothai Thammathirat Open University
Sukhothai Thammathirat Open University is a Thai public open university specializing in distance education for students across the country.
-
D.
Pathumthani University
Pathumthani University is a higher education institution located in Pathum Thani Province, Thailand, offering a range of undergraduate and graduate programs.
-
E.
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.
- 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: Rajabhat University system Triple: [Nakhon Ratchasima Rajabhat University, partOf, Rajabhat University system]
Generated description
The Rajabhat University system is a nationwide network of Thai public universities focused on regional development, teacher education, and community-oriented higher learning.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Rajabhat University system Target entity description: The Rajabhat University system is a nationwide network of Thai public universities focused on regional development, teacher education, and community-oriented higher learning.
-
A.
Thammasat University
Thammasat University is one of Thailand’s oldest and most prestigious public universities, renowned for its strong emphasis on social sciences, law, and political activism.
-
B.
Rangsit University
Rangsit University is a prominent private university in Thailand known for its diverse academic programs and strong emphasis on innovation and research.
-
C.
Sukhothai Thammathirat Open University
Sukhothai Thammathirat Open University is a Thai public open university specializing in distance education for students across the country.
-
D.
Pathumthani University
Pathumthani University is a higher education institution located in Pathum Thani Province, Thailand, offering a range of undergraduate and graduate programs.
-
E.
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.
- 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_69d8076e64308190904fb5c93517c901 |
completed | April 9, 2026, 8:09 p.m. |
| NER | Named-entity recognition | batch_69d9805125e481908ed56f708de98a9e |
completed | April 10, 2026, 10:57 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69f75d7cfe24819096e8f4cd496a6fd7 |
completed | May 3, 2026, 2:36 p.m. |
| NEDg | Description generation | batch_69f7614fbe8c8190b4a32b129c64d6b0 |
completed | May 3, 2026, 2:53 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69f761a9e7448190835cfff6a1ad6405 |
completed | May 3, 2026, 2:54 p.m. |
Created at: April 9, 2026, 8:57 p.m.