Triple
T12658056
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Silpa Bhirasri |
E302340
|
entity |
| Predicate | employer |
P7
|
FINISHED |
| Object |
Silpakorn University
Silpakorn University is a renowned public university in Thailand, especially noted for its strong programs in fine arts and design.
|
E1028599
|
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: Silpakorn University | Statement: [Silpa Bhirasri, employer, Silpakorn University]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Silpakorn University Context triple: [Silpa Bhirasri, employer, Silpakorn University]
-
A.
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.
-
B.
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.
-
C.
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.
-
D.
Sukhothai Thammathirat Open University
Sukhothai Thammathirat Open University is a Thai public open university specializing in distance education for students across the country.
-
E.
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.
- 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: Silpakorn University Triple: [Silpa Bhirasri, employer, Silpakorn University]
Generated description
Silpakorn University is a renowned public university in Thailand, especially noted for its strong programs in fine arts and design.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Silpakorn University Target entity description: Silpakorn University is a renowned public university in Thailand, especially noted for its strong programs in fine arts and design.
-
A.
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.
-
B.
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.
-
C.
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.
-
D.
Sukhothai Thammathirat Open University
Sukhothai Thammathirat Open University is a Thai public open university specializing in distance education for students across the country.
-
E.
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.
- 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_69d7bded71a88190bb76e2413af9ea66 |
completed | April 9, 2026, 2:55 p.m. |
| NER | Named-entity recognition | batch_69d961636db8819099c438b24bcfd866 |
completed | April 10, 2026, 8:45 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69f6fef8d94081908ea5ac426e22ef87 |
completed | May 3, 2026, 7:53 a.m. |
| NEDg | Description generation | batch_69f702a8a24c819083d9931547d27497 |
completed | May 3, 2026, 8:09 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69f7038563848190ae96538e30ecafd5 |
completed | May 3, 2026, 8:12 a.m. |
Created at: April 9, 2026, 5:19 p.m.