Triple

T22273334
Position Surface form Disambiguated ID Type / Status
Subject Amos Tversky E550535 entity
Predicate coAuthor P398 FINISHED
Object Daniel Kahneman
Daniel Kahneman is a Nobel Prize–winning psychologist renowned for his pioneering work in behavioral economics and the study of judgment and decision-making under uncertainty.
E1529394 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: Daniel Kahneman | Statement: [Amos Tversky, coAuthor, Daniel Kahneman]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Daniel Kahneman
Context triple: [Amos Tversky, coAuthor, Daniel Kahneman]
  • A. 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.
  • B. 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.
  • C. Gerd Gigerenzer
    Gerd Gigerenzer is a German psychologist and decision theorist known for his work on bounded rationality, heuristics, and risk literacy.
  • D. Eldar Shafir
    Eldar Shafir is a cognitive scientist and behavioral economist known for his research on decision-making, scarcity, and the psychology of poverty.
  • E. 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.
  • 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: Daniel Kahneman
Triple: [Amos Tversky, coAuthor, Daniel Kahneman]
Generated description
Daniel Kahneman is a Nobel Prize–winning psychologist renowned for his pioneering work in behavioral economics and the study of judgment and decision-making under uncertainty.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Daniel Kahneman
Target entity description: Daniel Kahneman is a Nobel Prize–winning psychologist renowned for his pioneering work in behavioral economics and the study of judgment and decision-making under uncertainty.
  • A. 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.
  • B. 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.
  • C. Gerd Gigerenzer
    Gerd Gigerenzer is a German psychologist and decision theorist known for his work on bounded rationality, heuristics, and risk literacy.
  • D. Eldar Shafir
    Eldar Shafir is a cognitive scientist and behavioral economist known for his research on decision-making, scarcity, and the psychology of poverty.
  • E. 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.
  • 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_69e11e43d8208190aff4f9cf7f2c2a8a completed April 16, 2026, 5:37 p.m.
NER Named-entity recognition batch_69f14ea547e4819098baf88f3c605242 completed April 29, 2026, 12:19 a.m.
NED1 Entity disambiguation (via context triple) batch_6a0acc8d9d8c81908f5d0a82095c1415 completed May 18, 2026, 8:23 a.m.
NEDg Description generation batch_6a0acd9deed081908918511b31292add completed May 18, 2026, 8:28 a.m.
NED2 Entity disambiguation (via description) batch_6a0ace5e9b948190bd4fb7092e6fb62e completed May 18, 2026, 8:31 a.m.
Created at: April 16, 2026, 8:40 p.m.