Triple
T5823517
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Prospect theory |
E129165
|
entity |
| Predicate | developedBy |
P73
|
FINISHED |
| Object |
Amos Tversky
Amos Tversky was a pioneering cognitive and mathematical psychologist whose work on judgment, decision-making, and behavioral economics—most notably with Daniel Kahneman—fundamentally reshaped our understanding of human rationality.
|
E550535
|
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: Amos Tversky | Statement: [Prospect theory, developedBy, Amos Tversky]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Amos Tversky Context triple: [Prospect theory, developedBy, Amos Tversky]
-
A.
Howard Raiffa
Howard Raiffa was an influential American statistician and decision theorist known for pioneering work in game theory, Bayesian analysis, and negotiation analysis.
-
B.
Gerd Gigerenzer
Gerd Gigerenzer is a German psychologist and decision theorist known for his work on bounded rationality, heuristics, and risk literacy.
-
C.
Matthew Rabin
Matthew Rabin is an influential American economist known for his pioneering work in behavioral economics, particularly on how psychological factors affect decision-making and market outcomes.
-
D.
Richard H. Thaler
Richard H. Thaler is a Nobel Prize–winning American economist known for pioneering behavioral economics and co-developing the concept of "nudge" theory.
-
E.
Herbert Simon
Herbert Simon was an American economist, political scientist, and cognitive psychologist renowned for his pioneering work on decision-making, bounded rationality, and artificial intelligence, for which he received the Nobel Prize in Economics.
- 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: Amos Tversky Triple: [Prospect theory, developedBy, Amos Tversky]
Generated description
Amos Tversky was a pioneering cognitive and mathematical psychologist whose work on judgment, decision-making, and behavioral economics—most notably with Daniel Kahneman—fundamentally reshaped our understanding of human rationality.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Amos Tversky Target entity description: Amos Tversky was a pioneering cognitive and mathematical psychologist whose work on judgment, decision-making, and behavioral economics—most notably with Daniel Kahneman—fundamentally reshaped our understanding of human rationality.
-
A.
Howard Raiffa
Howard Raiffa was an influential American statistician and decision theorist known for pioneering work in game theory, Bayesian analysis, and negotiation analysis.
-
B.
Gerd Gigerenzer
Gerd Gigerenzer is a German psychologist and decision theorist known for his work on bounded rationality, heuristics, and risk literacy.
-
C.
Matthew Rabin
Matthew Rabin is an influential American economist known for his pioneering work in behavioral economics, particularly on how psychological factors affect decision-making and market outcomes.
-
D.
Richard H. Thaler
Richard H. Thaler is a Nobel Prize–winning American economist known for pioneering behavioral economics and co-developing the concept of "nudge" theory.
-
E.
Herbert Simon
Herbert Simon was an American economist, political scientist, and cognitive psychologist renowned for his pioneering work on decision-making, bounded rationality, and artificial intelligence, for which he received the Nobel Prize in Economics.
- 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_69c0084869e881908d7859492183ca7b |
completed | March 22, 2026, 3:18 p.m. |
| NER | Named-entity recognition | batch_69c03418d410819092b6f5f6db45ed39 |
completed | March 22, 2026, 6:25 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69c0a188e5c08190abbc283eff193761 |
completed | March 23, 2026, 2:12 a.m. |
| NEDg | Description generation | batch_69c0a210d9788190b3a40e8ec2f2c6b6 |
completed | March 23, 2026, 2:14 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69c0a2b1df0c8190b63d5ca984439b0b |
completed | March 23, 2026, 2:17 a.m. |
Created at: March 22, 2026, 3:53 p.m.