Triple

T335368

Position	Surface form	Disambiguated ID	Type / Status
Subject	Lynne Benioff	`E6712`	entity
Predicate	associatedWith	`P37`	FINISHED
Object	Salesforce (through family philanthropy) Salesforce (through family philanthropy) refers to the charitable and community-focused initiatives funded and guided by the Salesforce founding family, supporting causes such as public health, education, and social equity.	`E42656`	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: Salesforce (through family philanthropy) | Statement: [Lynne Benioff, associatedWith, Salesforce (through family philanthropy)]

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

Target entity: Salesforce (through family philanthropy)
Context triple: [Lynne Benioff, associatedWith, Salesforce (through family philanthropy)]

A. Bill & Melinda Gates Foundation
The Bill & Melinda Gates Foundation is one of the world’s largest private philanthropic organizations, focusing on global health, poverty alleviation, and education initiatives.
B. Bloomberg Philanthropies
Bloomberg Philanthropies is the charitable organization founded by Michael R. Bloomberg that focuses on public health, climate action, education, the arts, and government innovation worldwide.
C. Hewlett Foundation
The Hewlett Foundation is a major philanthropic organization known for funding initiatives in education, the environment, and global development, including early and sustained support for open educational resources.
D. Chan Zuckerberg Initiative
The Chan Zuckerberg Initiative is a philanthropic organization focused on advancing science, education, and social justice, funded and led by Facebook founder Mark Zuckerberg and his wife Priscilla Chan.
E. Azim Premji Foundation
The Azim Premji Foundation is a philanthropic organization focused on improving education and promoting social change in India, funded and established by business leader Azim Premji.
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: Salesforce (through family philanthropy)
Triple: [Lynne Benioff, associatedWith, Salesforce (through family philanthropy)]

Generated description

Salesforce (through family philanthropy) refers to the charitable and community-focused initiatives funded and guided by the Salesforce founding family, supporting causes such as public health, education, and social equity.

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

Target entity: Salesforce (through family philanthropy)
Target entity description: Salesforce (through family philanthropy) refers to the charitable and community-focused initiatives funded and guided by the Salesforce founding family, supporting causes such as public health, education, and social equity.

A. Bill & Melinda Gates Foundation
The Bill & Melinda Gates Foundation is one of the world’s largest private philanthropic organizations, focusing on global health, poverty alleviation, and education initiatives.
B. Bloomberg Philanthropies
Bloomberg Philanthropies is the charitable organization founded by Michael R. Bloomberg that focuses on public health, climate action, education, the arts, and government innovation worldwide.
C. Hewlett Foundation
The Hewlett Foundation is a major philanthropic organization known for funding initiatives in education, the environment, and global development, including early and sustained support for open educational resources.
D. Chan Zuckerberg Initiative
The Chan Zuckerberg Initiative is a philanthropic organization focused on advancing science, education, and social justice, funded and led by Facebook founder Mark Zuckerberg and his wife Priscilla Chan.
E. Azim Premji Foundation
The Azim Premji Foundation is a philanthropic organization focused on improving education and promoting social change in India, funded and established by business leader Azim Premji.
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_69a2e79434908190a9d5afe415153ad9`	completed	Feb. 28, 2026, 1:03 p.m.
NER	Named-entity recognition	`batch_69a2eac81c0c8190b3cb0d53b1cf62b5`	completed	Feb. 28, 2026, 1:16 p.m.
NED1	Entity disambiguation (via context triple)	`batch_69a3d247650481909006cc27bfa385e3`	completed	March 1, 2026, 5:44 a.m.
NEDg	Description generation	`batch_69a3d2d8aa64819095cdee306bec77ec`	completed	March 1, 2026, 5:47 a.m.
NED2	Entity disambiguation (via description)	`batch_69a3d370d200819089eaf114357a8ca3`	completed	March 1, 2026, 5:49 a.m.

Created at: Feb. 28, 2026, 1:08 p.m.