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.