Triple

T18822923

Position	Surface form	Disambiguated ID	Type / Status
Subject	Expo 2030	`E460308`	entity
Predicate	theme	`P261`	FINISHED
Object	The Era of Change: Together for a Foresighted Tomorrow The Era of Change: Together for a Foresighted Tomorrow is the proposed central theme for Expo 2030, emphasizing global collaboration, innovation, and long-term sustainability in addressing future challenges.	`E1344937`	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: The Era of Change: Together for a Foresighted Tomorrow | Statement: [Expo 2030, theme, The Era of Change: Together for a Foresighted Tomorrow]

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

Target entity: The Era of Change: Together for a Foresighted Tomorrow
Context triple: [Expo 2030, theme, The Era of Change: Together for a Foresighted Tomorrow]

A. "What We Do Today Shapes Our Tomorrow"
"What We Do Today Shapes Our Tomorrow" is the official promotional slogan used for the 2010 United States census to emphasize the long-term impact of participation and data collection.
B. A New Future Imagined
"A New Future Imagined" is a story mission in the epilogue of Red Dead Redemption 2 that focuses on John Marston’s attempts to build a peaceful life for his family.
C. Wisdom for the Future
Wisdom for the Future is the English rendering of the Latin phrase "Prudens Futuri," commonly used as a motto emphasizing foresight and prudent planning.
D. The Challenge of the Future
"The Challenge of the Future" is a key chapter in Peter Thiel’s book *Zero to One* that outlines how bold, innovative thinking and the creation of truly new technologies are essential for shaping a better future.
E. The World Is Changing
"The World Is Changing" is a song by American singer-songwriter Ant Clemons that showcases his soulful vocals and introspective, socially conscious lyricism.
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: The Era of Change: Together for a Foresighted Tomorrow
Triple: [Expo 2030, theme, The Era of Change: Together for a Foresighted Tomorrow]

Generated description

The Era of Change: Together for a Foresighted Tomorrow is the proposed central theme for Expo 2030, emphasizing global collaboration, innovation, and long-term sustainability in addressing future challenges.

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

Target entity: The Era of Change: Together for a Foresighted Tomorrow
Target entity description: The Era of Change: Together for a Foresighted Tomorrow is the proposed central theme for Expo 2030, emphasizing global collaboration, innovation, and long-term sustainability in addressing future challenges.

A. "What We Do Today Shapes Our Tomorrow"
"What We Do Today Shapes Our Tomorrow" is the official promotional slogan used for the 2010 United States census to emphasize the long-term impact of participation and data collection.
B. A New Future Imagined
"A New Future Imagined" is a story mission in the epilogue of Red Dead Redemption 2 that focuses on John Marston’s attempts to build a peaceful life for his family.
C. Wisdom for the Future
Wisdom for the Future is the English rendering of the Latin phrase "Prudens Futuri," commonly used as a motto emphasizing foresight and prudent planning.
D. The Challenge of the Future
"The Challenge of the Future" is a key chapter in Peter Thiel’s book *Zero to One* that outlines how bold, innovative thinking and the creation of truly new technologies are essential for shaping a better future.
E. The World Is Changing
"The World Is Changing" is a song by American singer-songwriter Ant Clemons that showcases his soulful vocals and introspective, socially conscious lyricism.
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_69d8dcf94c288190a06dea029ae4b223`	completed	April 10, 2026, 11:20 a.m.
NER	Named-entity recognition	`batch_69e5a6bbc7148190819252071a765975`	completed	April 20, 2026, 4:08 a.m.
NED1	Entity disambiguation (via context triple)	`batch_6a055bcea4fc8190bc9b9e23b1925b6f`	completed	May 14, 2026, 5:21 a.m.
NEDg	Description generation	`batch_6a055d25d9608190b70473a28a7d4333`	completed	May 14, 2026, 5:27 a.m.
NED2	Entity disambiguation (via description)	`batch_6a055dbba9a481909a8c7c4c6bdab27f`	completed	May 14, 2026, 5:29 a.m.

Created at: April 10, 2026, 11:55 a.m.