Triple

T10065431

Position	Surface form	Disambiguated ID	Type / Status
Subject	Marc Kielburger	`E213088`	entity
Predicate	notableWork	`P4`	FINISHED
Object	ME to WE social enterprise initiatives ME to WE social enterprise initiatives are a series of socially driven business ventures that fund and support global youth empowerment and community development projects.	`E838874`	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: ME to WE social enterprise initiatives | Statement: [Marc Kielburger, notableWork, ME to WE social enterprise initiatives]

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

Target entity: ME to WE social enterprise initiatives
Context triple: [Marc Kielburger, notableWork, ME to WE social enterprise initiatives]

A. INSEAD Social Innovation Centre
The INSEAD Social Innovation Centre is a research and impact hub within INSEAD that focuses on advancing social entrepreneurship, sustainability, and inclusive business practices through research, education, and partnerships.
B. Center for Social Innovation
The Center for Social Innovation is a Stanford Graduate School of Business hub that advances research, education, and practice in social entrepreneurship and impact-driven leadership.
C. Tamer Center for Social Enterprise
The Tamer Center for Social Enterprise is a Columbia Business School hub that supports research, education, and ventures focused on using business approaches to address social and environmental challenges.
D. Skoll World Forum on Social Entrepreneurship
The Skoll World Forum on Social Entrepreneurship is a leading global gathering that convenes social entrepreneurs, innovators, and thought leaders to share solutions and advance social change.
E. Centre for Social Change
The Centre for Social Change is a research institute at the University of Johannesburg focused on studying and promoting social transformation, democracy, and collective action in South Africa and beyond.
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: ME to WE social enterprise initiatives
Triple: [Marc Kielburger, notableWork, ME to WE social enterprise initiatives]

Generated description

ME to WE social enterprise initiatives are a series of socially driven business ventures that fund and support global youth empowerment and community development projects.

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

Target entity: ME to WE social enterprise initiatives
Target entity description: ME to WE social enterprise initiatives are a series of socially driven business ventures that fund and support global youth empowerment and community development projects.

A. INSEAD Social Innovation Centre
The INSEAD Social Innovation Centre is a research and impact hub within INSEAD that focuses on advancing social entrepreneurship, sustainability, and inclusive business practices through research, education, and partnerships.
B. Center for Social Innovation
The Center for Social Innovation is a Stanford Graduate School of Business hub that advances research, education, and practice in social entrepreneurship and impact-driven leadership.
C. Tamer Center for Social Enterprise
The Tamer Center for Social Enterprise is a Columbia Business School hub that supports research, education, and ventures focused on using business approaches to address social and environmental challenges.
D. Skoll World Forum on Social Entrepreneurship
The Skoll World Forum on Social Entrepreneurship is a leading global gathering that convenes social entrepreneurs, innovators, and thought leaders to share solutions and advance social change.
E. Centre for Social Change
The Centre for Social Change is a research institute at the University of Johannesburg focused on studying and promoting social transformation, democracy, and collective action in South Africa and beyond.
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_69ca83977128819084084eb7d1d8c52a`	completed	March 30, 2026, 2:07 p.m.
NER	Named-entity recognition	`batch_69cdcff51b108190b6759f651d4ba2d2`	completed	April 2, 2026, 2:09 a.m.
NED1	Entity disambiguation (via context triple)	`batch_69d29a84c3308190ba9286053c1017dc`	completed	April 5, 2026, 5:23 p.m.
NEDg	Description generation	`batch_69d29b985e308190a6ec3966e02f429c`	completed	April 5, 2026, 5:27 p.m.
NED2	Entity disambiguation (via description)	`batch_69d29c5f64c881909aa3d093422fe475`	completed	April 5, 2026, 5:31 p.m.

Created at: March 30, 2026, 8:58 p.m.