Triple
T6639357
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Karl-Henrik Robèrt |
E150545
|
entity |
| Predicate | notableWork |
P4
|
FINISHED |
| Object | The Natural Step framework |
E608280
|
NE FINISHED |
How this triple was built (2 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 framework | Statement: [Karl-Henrik Robèrt, notableWork, The Natural Step framework]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: The Natural Step framework Context triple: [Karl-Henrik Robèrt, notableWork, The Natural Step framework]
-
A.
The Natural Step
chosen
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.
-
B.
The Natural Step International
The Natural Step International is a non-profit organization and global network that promotes sustainability through a science-based framework for strategic decision-making in businesses and communities.
-
C.
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.
-
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.
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.
- F. None of above.
- G. Unsure - the case is ambiguous/there is not enough information to decide.
Provenance (3 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_69c6f7918c208190924c1906c7886a2c |
completed | March 27, 2026, 9:33 p.m. |
Created at: March 27, 2026, 2 p.m.