Triple
T4177673
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Amory B. Lovins |
E86515
|
entity |
| Predicate | notableWork |
P4
|
FINISHED |
| Object |
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.
|
E419393
|
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: Natural Capitalism | Statement: [Amory B. Lovins, notableWork, Natural Capitalism]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Natural Capitalism Context triple: [Amory B. Lovins, notableWork, Natural Capitalism]
-
A.
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.
-
B.
Deep Economy
Deep Economy is a nonfiction book by environmentalist Bill McKibben that critiques growth-driven economics and advocates for more localized, sustainable, and community-centered alternatives.
-
C.
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.
-
D.
Ecological Economics: Principles and Applications
Ecological Economics: Principles and Applications is a foundational textbook that introduces the theory and practice of ecological economics, emphasizing the integration of ecological limits with economic analysis and policy.
-
E.
Economics for the Common Good
Economics for the Common Good is a book by Nobel laureate Jean Tirole that explains how modern economic thinking can be used to address major social challenges and improve public policy.
- 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: Natural Capitalism Triple: [Amory B. Lovins, notableWork, Natural Capitalism]
Generated description
Natural Capitalism is an influential book that argues for redesigning business and industrial systems to align profitability with environmental sustainability and resource efficiency.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Natural Capitalism Target entity description: Natural Capitalism is an influential book that argues for redesigning business and industrial systems to align profitability with environmental sustainability and resource efficiency.
-
A.
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.
-
B.
Deep Economy
Deep Economy is a nonfiction book by environmentalist Bill McKibben that critiques growth-driven economics and advocates for more localized, sustainable, and community-centered alternatives.
-
C.
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.
-
D.
Ecological Economics: Principles and Applications
Ecological Economics: Principles and Applications is a foundational textbook that introduces the theory and practice of ecological economics, emphasizing the integration of ecological limits with economic analysis and policy.
-
E.
Economics for the Common Good
Economics for the Common Good is a book by Nobel laureate Jean Tirole that explains how modern economic thinking can be used to address major social challenges and improve public policy.
- 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_69aed93de98c8190ad838ce507b77c8a |
completed | March 9, 2026, 2:29 p.m. |
| NER | Named-entity recognition | batch_69af02ec20fc8190b6f30576337e0ddc |
completed | March 9, 2026, 5:27 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69b589f2d7988190b59f0f119f66c046 |
completed | March 14, 2026, 4:16 p.m. |
| NEDg | Description generation | batch_69b58b22a1d88190a16e1c1e41291f5a |
completed | March 14, 2026, 4:21 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69b58b8bfb288190a097942b5b8c366e |
completed | March 14, 2026, 4:23 p.m. |
Created at: March 9, 2026, 3:45 p.m.