Triple
T3669542
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Taipei–Keelung metropolitan area |
E77842
|
entity |
| Predicate | hasMajorUniversity |
P315
|
FINISHED |
| Object |
National Yang Ming Chiao Tung University
National Yang Ming Chiao Tung University is a leading public research university in Taiwan known for its strengths in engineering, computer science, life sciences, and medical research.
|
E261330
|
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: National Yang Ming Chiao Tung University | Statement: [Taipei–Keelung metropolitan area, hasMajorUniversity, National Yang Ming Chiao Tung University]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: National Yang Ming Chiao Tung University Context triple: [Taipei–Keelung metropolitan area, hasMajorUniversity, National Yang Ming Chiao Tung University]
-
A.
National Chiao Tung University
National Chiao Tung University is a leading Taiwanese research university renowned for its strengths in engineering, computer science, and technology innovation.
-
B.
National Taiwan University
National Taiwan University is Taiwan’s leading public research university, renowned for its rigorous academics and significant contributions to science, technology, and the humanities.
-
C.
National Cheng Kung University
National Cheng Kung University is a leading public research university in southern Taiwan renowned for its engineering, science, and technology programs.
-
D.
National University of Tainan
National University of Tainan is a public research university in Tainan, Taiwan, known for its strengths in education, humanities, and the arts.
-
E.
Southern Taiwan University of Science and Technology
Southern Taiwan University of Science and Technology is a private technical and vocational university in Tainan, Taiwan, known for its engineering, management, and design programs.
- 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: National Yang Ming Chiao Tung University Triple: [Taipei–Keelung metropolitan area, hasMajorUniversity, National Yang Ming Chiao Tung University]
Generated description
National Yang Ming Chiao Tung University is a leading public research university in Taiwan known for its strengths in engineering, computer science, life sciences, and medical research.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: National Yang Ming Chiao Tung University Target entity description: National Yang Ming Chiao Tung University is a leading public research university in Taiwan known for its strengths in engineering, computer science, life sciences, and medical research.
-
A.
National Chiao Tung University
chosen
National Chiao Tung University is a leading Taiwanese research university renowned for its strengths in engineering, computer science, and technology innovation.
-
B.
National Taiwan University
National Taiwan University is Taiwan’s leading public research university, renowned for its rigorous academics and significant contributions to science, technology, and the humanities.
-
C.
National Cheng Kung University
National Cheng Kung University is a leading public research university in southern Taiwan renowned for its engineering, science, and technology programs.
-
D.
National University of Tainan
National University of Tainan is a public research university in Tainan, Taiwan, known for its strengths in education, humanities, and the arts.
-
E.
Southern Taiwan University of Science and Technology
Southern Taiwan University of Science and Technology is a private technical and vocational university in Tainan, Taiwan, known for its engineering, management, and design programs.
- F. None of above.
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_69ad85e083008190b2e1b7085fe500bd |
completed | March 8, 2026, 2:21 p.m. |
| NER | Named-entity recognition | batch_69adc42b3f94819091d51e488bc3f2f2 |
completed | March 8, 2026, 6:47 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69b4c39bb9b48190ba34226ccfccd59e |
completed | March 14, 2026, 2:10 a.m. |
| NEDg | Description generation | batch_69b4c4dc3e2c819086e26220928ef778 |
completed | March 14, 2026, 2:15 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69b4c539288c8190abbbef5e3378d8af |
completed | March 14, 2026, 2:17 a.m. |
Created at: March 8, 2026, 3:25 p.m.