Triple

T6639349
Position Surface form Disambiguated ID Type / Status
Subject Karl-Henrik Robèrt E150545 entity
Predicate knownFor P22 FINISHED
Object The Natural Step
The Natural Step is an international non-profit organization and framework for sustainable development that provides science-based principles to guide businesses and communities toward environmental and social sustainability.
E608280 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 Natural Step | Statement: [Karl-Henrik Robèrt, knownFor, The Natural Step]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: The Natural Step
Context triple: [Karl-Henrik Robèrt, knownFor, The Natural Step]
  • A. Earth in the Balance
    Earth in the Balance is a 1992 environmental book by Al Gore that examines the global ecological crisis and advocates for comprehensive political and social action to address climate change and environmental degradation.
  • B. Human Well-Being and the Natural Environment
    "Human Well-Being and the Natural Environment" is an influential book by economist Partha Dasgupta that analyzes how economic development, environmental sustainability, and human welfare are interlinked.
  • 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 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.
  • E. The Deep Ecology Movement
    The Deep Ecology Movement is an environmental philosophy and activist movement that advocates for the intrinsic value of all living beings and calls for profound changes in human societies to live in harmony with the natural world.
  • 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 Natural Step
Triple: [Karl-Henrik Robèrt, knownFor, The Natural Step]
Generated description
The Natural Step is an international non-profit organization and framework for sustainable development that provides science-based principles to guide businesses and communities toward environmental and social sustainability.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: The Natural Step
Target entity description: The Natural Step is an international non-profit organization and framework for sustainable development that provides science-based principles to guide businesses and communities toward environmental and social sustainability.
  • A. Earth in the Balance
    Earth in the Balance is a 1992 environmental book by Al Gore that examines the global ecological crisis and advocates for comprehensive political and social action to address climate change and environmental degradation.
  • B. Human Well-Being and the Natural Environment
    "Human Well-Being and the Natural Environment" is an influential book by economist Partha Dasgupta that analyzes how economic development, environmental sustainability, and human welfare are interlinked.
  • 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 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.
  • E. The Deep Ecology Movement
    The Deep Ecology Movement is an environmental philosophy and activist movement that advocates for the intrinsic value of all living beings and calls for profound changes in human societies to live in harmony with the natural world.
  • 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_69c687f0ceb08190bf40807bfc605fa5 completed March 27, 2026, 1:36 p.m.
NER Named-entity recognition batch_69c6aff1fe8081908c32db341b0fb354 completed March 27, 2026, 4:27 p.m.
NED1 Entity disambiguation (via context triple) batch_69c6e455edb88190983f74f39e55665c completed March 27, 2026, 8:11 p.m.
NEDg Description generation batch_69c6e8584bd08190bb45747aca6e9327 completed March 27, 2026, 8:28 p.m.
NED2 Entity disambiguation (via description) batch_69c6e8dcc9bc819099ba39f67677195b completed March 27, 2026, 8:30 p.m.
Created at: March 27, 2026, 2 p.m.