Triple
T4177672
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Amory B. Lovins |
E86515
|
entity |
| Predicate | notableWork |
P4
|
FINISHED |
| Object |
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.
|
E419392
|
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: Reinventing Fire | Statement: [Amory B. Lovins, notableWork, Reinventing Fire]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Reinventing Fire Context triple: [Amory B. Lovins, notableWork, Reinventing Fire]
-
A.
The Future of Power
The Future of Power is a book by political scientist Joseph S. Nye Jr. that analyzes how globalization and technological change are transforming the nature and distribution of power in international relations.
-
B.
Carbon War Room
Carbon War Room is an environmental nonprofit initiative focused on accelerating market-based solutions to climate change and promoting low-carbon business practices worldwide.
-
C.
Stern Review
The Stern Review is a landmark 2006 report on the economics of climate change that argues early, strong action to reduce greenhouse gas emissions is far less costly than dealing with the consequences of inaction.
-
D.
Out of Gas: The End of the Age of Oil
Out of Gas: The End of the Age of Oil is a popular science book by physicist David L. Goodstein that explains the science of fossil fuels and warns about the impending decline of global oil production and its consequences.
-
E.
The Third Wave: An Entrepreneur’s Vision of the Future
The Third Wave: An Entrepreneur’s Vision of the Future is a business and technology book that outlines how the next era of the internet will transform major sectors like health, education, and government, and what entrepreneurs must do to succeed in it.
- 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: Reinventing Fire Triple: [Amory B. Lovins, notableWork, Reinventing Fire]
Generated description
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.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Reinventing Fire Target entity description: 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.
-
A.
The Future of Power
The Future of Power is a book by political scientist Joseph S. Nye Jr. that analyzes how globalization and technological change are transforming the nature and distribution of power in international relations.
-
B.
Carbon War Room
Carbon War Room is an environmental nonprofit initiative focused on accelerating market-based solutions to climate change and promoting low-carbon business practices worldwide.
-
C.
Stern Review
The Stern Review is a landmark 2006 report on the economics of climate change that argues early, strong action to reduce greenhouse gas emissions is far less costly than dealing with the consequences of inaction.
-
D.
Out of Gas: The End of the Age of Oil
Out of Gas: The End of the Age of Oil is a popular science book by physicist David L. Goodstein that explains the science of fossil fuels and warns about the impending decline of global oil production and its consequences.
-
E.
The Third Wave: An Entrepreneur’s Vision of the Future
The Third Wave: An Entrepreneur’s Vision of the Future is a business and technology book that outlines how the next era of the internet will transform major sectors like health, education, and government, and what entrepreneurs must do to succeed in it.
- 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.