Triple

T10884981
Position Surface form Disambiguated ID Type / Status
Subject Gerd Gigerenzer E257017 entity
Predicate notableWork P4 FINISHED
Object Adaptive Thinking
"Adaptive Thinking" is a book by psychologist Gerd Gigerenzer that explores how humans use simple heuristics and bounded rationality to make effective decisions in complex, uncertain environments.
E890554 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: Adaptive Thinking | Statement: [Gerd Gigerenzer, notableWork, Adaptive Thinking]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Adaptive Thinking
Context triple: [Gerd Gigerenzer, notableWork, Adaptive Thinking]
  • A. Deep Thinking
    Deep Thinking is a book by former world chess champion Garry Kasparov that reflects on his matches against IBM’s Deep Blue and explores the broader implications of artificial intelligence for chess and human creativity.
  • B. Thought and Change
    Thought and Change is a seminal work of social and political philosophy by Ernest Gellner that analyzes the nature of modernity, nationalism, and social transformation.
  • C. Productive Thinking
    Productive Thinking is a seminal book by Gestalt psychologist Max Wertheimer that explores how genuine understanding and insight-based problem solving differ from rote, mechanical thinking.
  • D. Elastic: Flexible Thinking in a Time of Change
    Elastic: Flexible Thinking in a Time of Change is a popular science book by Leonard Mlodinow that explores how adaptive, non-linear thinking helps people and organizations navigate rapid change and uncertainty.
  • E. Modes of Thought
    Modes of Thought is a later philosophical work by Alfred North Whitehead that further develops his process philosophy and reflections on science, metaphysics, and human experience.
  • 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: Adaptive Thinking
Triple: [Gerd Gigerenzer, notableWork, Adaptive Thinking]
Generated description
"Adaptive Thinking" is a book by psychologist Gerd Gigerenzer that explores how humans use simple heuristics and bounded rationality to make effective decisions in complex, uncertain environments.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Adaptive Thinking
Target entity description: "Adaptive Thinking" is a book by psychologist Gerd Gigerenzer that explores how humans use simple heuristics and bounded rationality to make effective decisions in complex, uncertain environments.
  • A. Deep Thinking
    Deep Thinking is a book by former world chess champion Garry Kasparov that reflects on his matches against IBM’s Deep Blue and explores the broader implications of artificial intelligence for chess and human creativity.
  • B. Thought and Change
    Thought and Change is a seminal work of social and political philosophy by Ernest Gellner that analyzes the nature of modernity, nationalism, and social transformation.
  • C. Productive Thinking
    Productive Thinking is a seminal book by Gestalt psychologist Max Wertheimer that explores how genuine understanding and insight-based problem solving differ from rote, mechanical thinking.
  • D. Elastic: Flexible Thinking in a Time of Change
    Elastic: Flexible Thinking in a Time of Change is a popular science book by Leonard Mlodinow that explores how adaptive, non-linear thinking helps people and organizations navigate rapid change and uncertainty.
  • E. Modes of Thought
    Modes of Thought is a later philosophical work by Alfred North Whitehead that further develops his process philosophy and reflections on science, metaphysics, and human experience.
  • 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_69d6aa848804819081b2713ca0bedf06 completed April 8, 2026, 7:20 p.m.
NER Named-entity recognition batch_69d751dd6a3c81909965ef774e8b7309 completed April 9, 2026, 7:14 a.m.
NED1 Entity disambiguation (via context triple) batch_69dff7ecf1c48190aef0d31ef03d1f88 completed April 15, 2026, 8:41 p.m.
NEDg Description generation batch_69e002709d38819099c4402d30824612 completed April 15, 2026, 9:26 p.m.
NED2 Entity disambiguation (via description) batch_69e005873ba48190b8c24c77611562fa completed April 15, 2026, 9:39 p.m.
Created at: April 8, 2026, 9:21 p.m.