Triple

T8195439

Position	Surface form	Disambiguated ID	Type / Status
Subject	John Seely Brown	`E191417`	entity
Predicate	notableWork	`P4`	FINISHED
Object	The Only Sustainable Edge The Only Sustainable Edge is a business and management book that explores how companies can gain long-term competitive advantage through continuous learning, collaboration, and leveraging global networks.	`E718417`	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 Only Sustainable Edge | Statement: [John Seely Brown, notableWork, The Only Sustainable Edge]

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

Target entity: The Only Sustainable Edge
Context triple: [John Seely Brown, notableWork, The Only Sustainable Edge]

A. The Wisdom of Sustainability
The Wisdom of Sustainability is a book by Thai activist and Buddhist scholar Sulak Sivaraksa that explores socially engaged Buddhism, environmental responsibility, and alternative development grounded in ethical and spiritual values.
B. Reinventing Fire
Reinventing Fire is a book by energy expert Amory B. Lovins that outlines a comprehensive roadmap for transforming the global energy system toward efficiency and renewable sources without economic sacrifice.
C. Natural Capitalism
Natural Capitalism is an influential book that argues for redesigning business and industrial systems to align profitability with environmental sustainability and resource efficiency.
D. The New Economy of Nature: The Quest to Make Conservation Profitable
"The New Economy of Nature: The Quest to Make Conservation Profitable" is a book that explores how economic incentives and market-based approaches can be used to protect ecosystems and biodiversity.
E. Steady-State Economics
Steady-State Economics is an influential work in ecological economics that argues for an economy with stable or mildly fluctuating levels of consumption and population within ecological limits.
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 Only Sustainable Edge
Triple: [John Seely Brown, notableWork, The Only Sustainable Edge]

Generated description

The Only Sustainable Edge is a business and management book that explores how companies can gain long-term competitive advantage through continuous learning, collaboration, and leveraging global networks.

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

Target entity: The Only Sustainable Edge
Target entity description: The Only Sustainable Edge is a business and management book that explores how companies can gain long-term competitive advantage through continuous learning, collaboration, and leveraging global networks.

A. The Wisdom of Sustainability
The Wisdom of Sustainability is a book by Thai activist and Buddhist scholar Sulak Sivaraksa that explores socially engaged Buddhism, environmental responsibility, and alternative development grounded in ethical and spiritual values.
B. Reinventing Fire
Reinventing Fire is a book by energy expert Amory B. Lovins that outlines a comprehensive roadmap for transforming the global energy system toward efficiency and renewable sources without economic sacrifice.
C. Natural Capitalism
Natural Capitalism is an influential book that argues for redesigning business and industrial systems to align profitability with environmental sustainability and resource efficiency.
D. The New Economy of Nature: The Quest to Make Conservation Profitable
"The New Economy of Nature: The Quest to Make Conservation Profitable" is a book that explores how economic incentives and market-based approaches can be used to protect ecosystems and biodiversity.
E. Steady-State Economics
Steady-State Economics is an influential work in ecological economics that argues for an economy with stable or mildly fluctuating levels of consumption and population within ecological limits.
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_69ca82c6e9548190a4c5ca14516e4417`	completed	March 30, 2026, 2:03 p.m.
NER	Named-entity recognition	`batch_69cb5c20fbd08190b9966e3c967e9c71`	completed	March 31, 2026, 5:31 a.m.
NED1	Entity disambiguation (via context triple)	`batch_69ccedaab8848190877fbe2de9b83957`	completed	April 1, 2026, 10:04 a.m.
NEDg	Description generation	`batch_69ccf1b706f08190993f4a75eac5f49c`	completed	April 1, 2026, 10:21 a.m.
NED2	Entity disambiguation (via description)	`batch_69cd059457788190a900402ee4cd50d5`	completed	April 1, 2026, 11:46 a.m.

Created at: March 30, 2026, 5:42 p.m.