Triple
T1406280
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Robin Hanson |
E31698
|
entity |
| Predicate | publication |
P80
|
FINISHED |
| Object |
The Age of Em: Work, Love, and Life when Robots Rule the Earth
The Age of Em: Work, Love, and Life when Robots Rule the Earth is a speculative nonfiction book that explores a future society dominated by brain-emulation-based robots and examines how this transformation would reshape economics, work, and human relationships.
|
E161137
|
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 Age of Em: Work, Love, and Life when Robots Rule the Earth | Statement: [Robin Hanson, publication, The Age of Em: Work, Love, and Life when Robots Rule the Earth]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: The Age of Em: Work, Love, and Life when Robots Rule the Earth Context triple: [Robin Hanson, publication, The Age of Em: Work, Love, and Life when Robots Rule the Earth]
-
A.
The Singularity Is Near
The Singularity Is Near is a futurist book by Ray Kurzweil that predicts the imminent rise of superintelligent machines and explores the profound technological, social, and philosophical implications of this transformation.
-
B.
The Age of Spiritual Machines
The Age of Spiritual Machines is a futurist book by Ray Kurzweil that predicts the evolution of artificial intelligence and its profound impact on human society and consciousness.
-
C.
Novacene: The Coming Age of Hyperintelligence
Novacene: The Coming Age of Hyperintelligence is a speculative non-fiction book by James Lovelock that explores a future epoch dominated by superintelligent, self-evolving technologies and their relationship with humanity and the Earth.
-
D.
I, Robot
I, Robot is a seminal science fiction short story collection by Isaac Asimov that explores the ethical and logical implications of advanced robotics and the famous Three Laws of Robotics.
-
E.
The Age of Intelligent Machines
The Age of Intelligent Machines is a 1990 book by futurist Ray Kurzweil that explores the history, current state, and future implications of artificial intelligence and computing.
- 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 Age of Em: Work, Love, and Life when Robots Rule the Earth Triple: [Robin Hanson, publication, The Age of Em: Work, Love, and Life when Robots Rule the Earth]
Generated description
The Age of Em: Work, Love, and Life when Robots Rule the Earth is a speculative nonfiction book that explores a future society dominated by brain-emulation-based robots and examines how this transformation would reshape economics, work, and human relationships.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: The Age of Em: Work, Love, and Life when Robots Rule the Earth Target entity description: The Age of Em: Work, Love, and Life when Robots Rule the Earth is a speculative nonfiction book that explores a future society dominated by brain-emulation-based robots and examines how this transformation would reshape economics, work, and human relationships.
-
A.
The Singularity Is Near
The Singularity Is Near is a futurist book by Ray Kurzweil that predicts the imminent rise of superintelligent machines and explores the profound technological, social, and philosophical implications of this transformation.
-
B.
The Age of Spiritual Machines
The Age of Spiritual Machines is a futurist book by Ray Kurzweil that predicts the evolution of artificial intelligence and its profound impact on human society and consciousness.
-
C.
Novacene: The Coming Age of Hyperintelligence
Novacene: The Coming Age of Hyperintelligence is a speculative non-fiction book by James Lovelock that explores a future epoch dominated by superintelligent, self-evolving technologies and their relationship with humanity and the Earth.
-
D.
I, Robot
I, Robot is a seminal science fiction short story collection by Isaac Asimov that explores the ethical and logical implications of advanced robotics and the famous Three Laws of Robotics.
-
E.
The Age of Intelligent Machines
The Age of Intelligent Machines is a 1990 book by futurist Ray Kurzweil that explores the history, current state, and future implications of artificial intelligence and computing.
- 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_69a49918e1f88190ba610f9dc8114578 |
completed | March 1, 2026, 7:52 p.m. |
| NER | Named-entity recognition | batch_69a4c3be10348190ade8a73780d2c008 |
completed | March 1, 2026, 10:54 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69ace5770ea08190ac91b47a4ed5bf35 |
completed | March 8, 2026, 2:56 a.m. |
| NEDg | Description generation | batch_69ace62a94e88190883d25cdb748e8c1 |
completed | March 8, 2026, 2:59 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69ace68ab3788190bc3b55dd9a0fe267 |
completed | March 8, 2026, 3:01 a.m. |
Created at: March 1, 2026, 7:59 p.m.