Triple

T4336739

Position	Surface form	Disambiguated ID	Type / Status
Subject	Wrocław University of Science and Technology	`E97480`	entity
Predicate	motto	`P42`	FINISHED
Object	Knowledge and Skills for the Future "Knowledge and Skills for the Future" is the official motto of Wrocław University of Science and Technology, emphasizing its focus on forward-looking, practical education and research.	`E431224`	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: Knowledge and Skills for the Future | Statement: [Wrocław University of Science and Technology, motto, Knowledge and Skills for the Future]

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

Target entity: Knowledge and Skills for the Future
Context triple: [Wrocław University of Science and Technology, motto, Knowledge and Skills for the Future]

A. Learning and Labor
Learning and Labor is the historic motto of Oberlin College, reflecting its emphasis on combining rigorous academic study with practical work and social responsibility.
B. “The Technology of Skill Formation”
“The Technology of Skill Formation” is an influential economics paper by James Heckman that analyzes how skills develop over the life cycle and emphasizes the importance of early childhood investments for later outcomes.
C. Frontiers of Knowledge
Frontiers of Knowledge is a concept emphasizing the advancement and expansion of human understanding across scientific, technological, and cultural domains.
D. The Intelligent Individual and Society
"The Intelligent Individual and Society" is a philosophical work by Nobel Prize–winning physicist Percy W. Bridgman that explores the role, responsibilities, and challenges of the rational individual within modern social and political structures.
E. Usable Knowledge
Usable Knowledge is an online resource from the Harvard Graduate School of Education that translates education research into practical insights and tools for educators, policymakers, and the public.
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: Knowledge and Skills for the Future
Triple: [Wrocław University of Science and Technology, motto, Knowledge and Skills for the Future]

Generated description

"Knowledge and Skills for the Future" is the official motto of Wrocław University of Science and Technology, emphasizing its focus on forward-looking, practical education and research.

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

Target entity: Knowledge and Skills for the Future
Target entity description: "Knowledge and Skills for the Future" is the official motto of Wrocław University of Science and Technology, emphasizing its focus on forward-looking, practical education and research.

A. Learning and Labor
Learning and Labor is the historic motto of Oberlin College, reflecting its emphasis on combining rigorous academic study with practical work and social responsibility.
B. “The Technology of Skill Formation”
“The Technology of Skill Formation” is an influential economics paper by James Heckman that analyzes how skills develop over the life cycle and emphasizes the importance of early childhood investments for later outcomes.
C. Frontiers of Knowledge
Frontiers of Knowledge is a concept emphasizing the advancement and expansion of human understanding across scientific, technological, and cultural domains.
D. The Intelligent Individual and Society
"The Intelligent Individual and Society" is a philosophical work by Nobel Prize–winning physicist Percy W. Bridgman that explores the role, responsibilities, and challenges of the rational individual within modern social and political structures.
E. Usable Knowledge
Usable Knowledge is an online resource from the Harvard Graduate School of Education that translates education research into practical insights and tools for educators, policymakers, and the public.
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_69b3454662a481908fbcd0bbfaa3a0a4`	completed	March 12, 2026, 10:59 p.m.
NER	Named-entity recognition	`batch_69b3516af43081908393fd0dad3d9382`	completed	March 12, 2026, 11:51 p.m.
NED1	Entity disambiguation (via context triple)	`batch_69b5d0ace26881908cfc7950dc7a6cf8`	completed	March 14, 2026, 9:18 p.m.
NEDg	Description generation	`batch_69b5d241198c8190a14308e38b0778b3`	completed	March 14, 2026, 9:25 p.m.
NED2	Entity disambiguation (via description)	`batch_69b5d2af9330819081aab93fe24d3611`	completed	March 14, 2026, 9:27 p.m.

Created at: March 12, 2026, 11:14 p.m.