Triple
T7050513
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Frans de Waal |
E163751
|
entity |
| Predicate | notableWork |
P4
|
FINISHED |
| Object |
The Age of Empathy
The Age of Empathy is a popular science book by primatologist Frans de Waal that explores the evolutionary roots of empathy and cooperation in animals and humans.
|
E639461
|
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 Empathy | Statement: [Frans de Waal, notableWork, The Age of Empathy]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: The Age of Empathy Context triple: [Frans de Waal, notableWork, The Age of Empathy]
-
A.
The Fragility of Goodness
The Fragility of Goodness is a philosophical work by Martha Nussbaum that explores how human vulnerability, luck, and moral conflict shape the pursuit of a good life, especially through readings of ancient Greek literature and philosophy.
-
B.
The Better Angels of Our Nature
The Better Angels of Our Nature is a non-fiction book by cognitive psychologist Steven Pinker that argues, with extensive historical and statistical evidence, that violence has declined over long stretches of human history and explores the psychological and social forces behind this trend.
-
C.
The Science of Good and Evil
The Science of Good and Evil is a book by Michael Shermer that explores the origins of morality through the lenses of science, evolution, and secular ethics.
-
D.
Behind the Myth of Benevolence
Behind the Myth of Benevolence is a contemporary artwork by Titus Kaphar that critiques traditional historical narratives by literally peeling back the image of Thomas Jefferson to reveal an obscured Black female figure behind him.
-
E.
Reaching the Animal Mind
Reaching the Animal Mind is a book by animal behaviorist Karen Pryor that explores the science and practice of clicker training and positive reinforcement in animals.
- 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 Empathy Triple: [Frans de Waal, notableWork, The Age of Empathy]
Generated description
The Age of Empathy is a popular science book by primatologist Frans de Waal that explores the evolutionary roots of empathy and cooperation in animals and humans.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: The Age of Empathy Target entity description: The Age of Empathy is a popular science book by primatologist Frans de Waal that explores the evolutionary roots of empathy and cooperation in animals and humans.
-
A.
The Fragility of Goodness
The Fragility of Goodness is a philosophical work by Martha Nussbaum that explores how human vulnerability, luck, and moral conflict shape the pursuit of a good life, especially through readings of ancient Greek literature and philosophy.
-
B.
The Better Angels of Our Nature
The Better Angels of Our Nature is a non-fiction book by cognitive psychologist Steven Pinker that argues, with extensive historical and statistical evidence, that violence has declined over long stretches of human history and explores the psychological and social forces behind this trend.
-
C.
The Science of Good and Evil
The Science of Good and Evil is a book by Michael Shermer that explores the origins of morality through the lenses of science, evolution, and secular ethics.
-
D.
Behind the Myth of Benevolence
Behind the Myth of Benevolence is a contemporary artwork by Titus Kaphar that critiques traditional historical narratives by literally peeling back the image of Thomas Jefferson to reveal an obscured Black female figure behind him.
-
E.
Reaching the Animal Mind
Reaching the Animal Mind is a book by animal behaviorist Karen Pryor that explores the science and practice of clicker training and positive reinforcement in animals.
- 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_69c6885f598c8190b6b6495c59d8d962 |
completed | March 27, 2026, 1:38 p.m. |
| NER | Named-entity recognition | batch_69c6e24e7e20819099dc8f7fa37c4491 |
completed | March 27, 2026, 8:02 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69c7888bba9c8190b6414b56e5588ec0 |
completed | March 28, 2026, 7:51 a.m. |
| NEDg | Description generation | batch_69c788f292a08190bf3543ecfc245d12 |
completed | March 28, 2026, 7:53 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69c789a6ea988190ad2db2442f0a5e8f |
completed | March 28, 2026, 7:56 a.m. |
Created at: March 27, 2026, 2:37 p.m.