Triple

T3669544

Position	Surface form	Disambiguated ID	Type / Status
Subject	Taipei–Keelung metropolitan area	`E77842`	entity
Predicate	hasMajorUniversity	`P315`	FINISHED
Object	National Taiwan University of Science and Technology National Taiwan University of Science and Technology is a leading public technological and vocational research university in Taiwan, renowned for its engineering, management, and applied science programs.	`E383453`	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 Taiwan University of Science and Technology | Statement: [Taipei–Keelung metropolitan area, hasMajorUniversity, National Taiwan University of Science and Technology]

NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07

Target entity: National Taiwan University of Science and Technology
Context triple: [Taipei–Keelung metropolitan area, hasMajorUniversity, National Taiwan University of Science and Technology]

A. 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.
B. 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.
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 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.
E. 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.
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 Taiwan University of Science and Technology
Triple: [Taipei–Keelung metropolitan area, hasMajorUniversity, National Taiwan University of Science and Technology]

Generated description

National Taiwan University of Science and Technology is a leading public technological and vocational research university in Taiwan, renowned for its engineering, management, and applied science programs.

NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07

Target entity: National Taiwan University of Science and Technology
Target entity description: National Taiwan University of Science and Technology is a leading public technological and vocational research university in Taiwan, renowned for its engineering, management, and applied science programs.

A. 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.
B. 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.
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 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.
E. 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.
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_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_69b4dafd43b081908c7ff89e0f55bb5a`	completed	March 14, 2026, 3:50 a.m.
NEDg	Description generation	`batch_69b4dc4ea4d8819088b5d6242220976e`	completed	March 14, 2026, 3:55 a.m.
NED2	Entity disambiguation (via description)	`batch_69b4dcac6fdc81908998415ffe1aabaa`	completed	March 14, 2026, 3:57 a.m.

Created at: March 8, 2026, 3:25 p.m.