Triple
T2265121
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Rodney Brooks |
E50125
|
entity |
| Predicate | authorOf |
P4244
|
FINISHED |
| Object |
Flesh and Machines: How Robots Will Change Us
Flesh and Machines: How Robots Will Change Us is a popular science book exploring the future of robotics and artificial intelligence and their impact on human society.
|
E251540
|
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: Flesh and Machines: How Robots Will Change Us | Statement: [Rodney Brooks, authorOf, Flesh and Machines: How Robots Will Change Us]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Flesh and Machines: How Robots Will Change Us Context triple: [Rodney Brooks, authorOf, Flesh and Machines: How Robots Will Change Us]
-
A.
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.
-
B.
The Emotion Machine
The Emotion Machine is a 2006 book by artificial intelligence pioneer Marvin Minsky that explores how human thinking and emotions can be understood as computational processes of the mind.
-
C.
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.
-
D.
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.
-
E.
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.
- 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: Flesh and Machines: How Robots Will Change Us Triple: [Rodney Brooks, authorOf, Flesh and Machines: How Robots Will Change Us]
Generated description
Flesh and Machines: How Robots Will Change Us is a popular science book exploring the future of robotics and artificial intelligence and their impact on human society.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Flesh and Machines: How Robots Will Change Us Target entity description: Flesh and Machines: How Robots Will Change Us is a popular science book exploring the future of robotics and artificial intelligence and their impact on human society.
-
A.
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.
-
B.
The Emotion Machine
The Emotion Machine is a 2006 book by artificial intelligence pioneer Marvin Minsky that explores how human thinking and emotions can be understood as computational processes of the mind.
-
C.
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.
-
D.
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.
-
E.
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.
- 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_69a88b01e0048190ba96431b5f990ba9 |
completed | March 4, 2026, 7:41 p.m. |
| NER | Named-entity recognition | batch_69abc18ed0708190aa3156e9d35120c3 |
completed | March 7, 2026, 6:11 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69ae71d243608190bbfe5784fa06e26b |
completed | March 9, 2026, 7:08 a.m. |
| NEDg | Description generation | batch_69ae728e46608190b4192519c705bc32 |
completed | March 9, 2026, 7:11 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69ae72ff572081909b7c4aebb9e26180 |
completed | March 9, 2026, 7:13 a.m. |
Created at: March 4, 2026, 7:48 p.m.