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.