Triple
T22273351
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Amos Tversky |
E550535
|
entity |
| Predicate | notableWork |
P4
|
FINISHED |
| Object | “Judgment under Uncertainty: Heuristics and Biases” |
—
|
NE NERFINISHED |
How this triple was built (3 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: “Judgment under Uncertainty: Heuristics and Biases” | Statement: [Amos Tversky, notableWork, “Judgment under Uncertainty: Heuristics and Biases”]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: “Judgment under Uncertainty: Heuristics and Biases” Context triple: [Amos Tversky, notableWork, “Judgment under Uncertainty: Heuristics and Biases”]
-
A.
Noise: A Flaw in Human Judgment
"Noise: A Flaw in Human Judgment" is a non-fiction book that examines the often-overlooked variability and inconsistency in human decision-making and offers strategies to reduce such errors in fields like law, medicine, and business.
-
B.
Simple Heuristics That Make Us Smart
"Simple Heuristics That Make Us Smart" is a book that argues people can often make better and faster decisions by using simple mental shortcuts rather than complex analytical methods.
-
C.
Gigerenzer
Gigerenzer is a German psychologist best known for his work on heuristics, decision-making under uncertainty, and the concept of "fast and frugal" reasoning.
-
D.
Models of Bounded Rationality
Models of Bounded Rationality is a collection of Herbert A. Simon’s influential works that develop the concept of bounded rationality, explaining how real-world decision-making is constrained by limited information, cognitive capacity, and time.
-
E.
Risk, Ambiguity and the Savage Axioms
"Risk, Ambiguity and the Savage Axioms" is a seminal 1961 paper by Daniel Ellsberg that challenges expected utility theory by demonstrating how people systematically prefer known risks over ambiguous ones, a phenomenon now known as the Ellsberg paradox.
- F. None of above. chosen
- G. Unsure - the case is ambiguous/there is not enough information to decide.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: “Judgment under Uncertainty: Heuristics and Biases” Target entity description: “Judgment under Uncertainty: Heuristics and Biases” is a landmark psychological work that introduced the systematic study of cognitive shortcuts and errors people make when reasoning under uncertainty, laying the foundation for the field of behavioral decision research.
-
A.
Noise: A Flaw in Human Judgment
"Noise: A Flaw in Human Judgment" is a non-fiction book that examines the often-overlooked variability and inconsistency in human decision-making and offers strategies to reduce such errors in fields like law, medicine, and business.
-
B.
Simple Heuristics That Make Us Smart
"Simple Heuristics That Make Us Smart" is a book that argues people can often make better and faster decisions by using simple mental shortcuts rather than complex analytical methods.
-
C.
Gigerenzer
Gigerenzer is a German psychologist best known for his work on heuristics, decision-making under uncertainty, and the concept of "fast and frugal" reasoning.
-
D.
Models of Bounded Rationality
Models of Bounded Rationality is a collection of Herbert A. Simon’s influential works that develop the concept of bounded rationality, explaining how real-world decision-making is constrained by limited information, cognitive capacity, and time.
-
E.
Risk, Ambiguity and the Savage Axioms
"Risk, Ambiguity and the Savage Axioms" is a seminal 1961 paper by Daniel Ellsberg that challenges expected utility theory by demonstrating how people systematically prefer known risks over ambiguous ones, a phenomenon now known as the Ellsberg paradox.
- F. None of above. chosen
Provenance (2 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_69e11e43d8208190aff4f9cf7f2c2a8a |
completed | April 16, 2026, 5:37 p.m. |
| NER | Named-entity recognition | batch_69f14ea547e4819098baf88f3c605242 |
completed | April 29, 2026, 12:19 a.m. |
Created at: April 16, 2026, 8:40 p.m.