Triple
T8407922
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Richard Muller |
E198545
|
entity |
| Predicate | notableWork |
P4
|
FINISHED |
| Object |
Energy for Future Presidents
"Energy for Future Presidents" is a popular science book by physicist Richard Muller that explains the science, technology, and policy challenges of modern energy and climate issues for general readers and decision-makers.
|
E731393
|
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: Energy for Future Presidents | Statement: [Richard Muller, notableWork, Energy for Future Presidents]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Energy for Future Presidents Context triple: [Richard Muller, notableWork, Energy for Future Presidents]
-
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.
The Challenge of the Future
"The Challenge of the Future" is a key chapter in Peter Thiel’s book *Zero to One* that outlines how bold, innovative thinking and the creation of truly new technologies are essential for shaping a better future.
-
C.
Meeting America's Challenges for the 21st Century
Meeting America's Challenges for the 21st Century is the subtitle of Bill Clinton’s 1996 book *Between Hope and History*, which outlines his policy vision and priorities for the United States in the new century.
-
D.
The Energy Project
The Energy Project is a consulting and training firm that helps organizations improve performance and employee well-being by managing energy rather than time.
-
E.
The Challenge of the 21st Century
"The Challenge of the 21st Century" was a thematic focus of Expo 93 that explored emerging global issues and future-oriented innovations facing humanity in the new millennium.
- 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: Energy for Future Presidents Triple: [Richard Muller, notableWork, Energy for Future Presidents]
Generated description
"Energy for Future Presidents" is a popular science book by physicist Richard Muller that explains the science, technology, and policy challenges of modern energy and climate issues for general readers and decision-makers.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Energy for Future Presidents Target entity description: "Energy for Future Presidents" is a popular science book by physicist Richard Muller that explains the science, technology, and policy challenges of modern energy and climate issues for general readers and decision-makers.
-
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.
The Challenge of the Future
"The Challenge of the Future" is a key chapter in Peter Thiel’s book *Zero to One* that outlines how bold, innovative thinking and the creation of truly new technologies are essential for shaping a better future.
-
C.
Meeting America's Challenges for the 21st Century
Meeting America's Challenges for the 21st Century is the subtitle of Bill Clinton’s 1996 book *Between Hope and History*, which outlines his policy vision and priorities for the United States in the new century.
-
D.
The Energy Project
The Energy Project is a consulting and training firm that helps organizations improve performance and employee well-being by managing energy rather than time.
-
E.
The Challenge of the 21st Century
"The Challenge of the 21st Century" was a thematic focus of Expo 93 that explored emerging global issues and future-oriented innovations facing humanity in the new millennium.
- 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_69ca8310df9c8190b25f16161cca3e41 |
completed | March 30, 2026, 2:05 p.m. |
| NER | Named-entity recognition | batch_69cb8315a8a8819097f6da11b909b527 |
completed | March 31, 2026, 8:17 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69ce030dccf08190a70c0abf0bdcf244 |
completed | April 2, 2026, 5:47 a.m. |
| NEDg | Description generation | batch_69ce07808098819087e896b87320aefd |
completed | April 2, 2026, 6:06 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69ce08759e1c81909c96caf3b571e1ca |
completed | April 2, 2026, 6:11 a.m. |
Created at: March 30, 2026, 6:05 p.m.