Triple

T2704486
Position Surface form Disambiguated ID Type / Status
Subject Cass Sunstein E59309 entity
Predicate coAuthor P398 FINISHED
Object 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.
 E290296 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: Richard H. Thaler | Statement: [Cass Sunstein, coAuthor, Richard H. Thaler]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Richard H. Thaler
Context triple: [Cass Sunstein, coAuthor, Richard H. Thaler]
  • A. Robert J. Shiller
    Robert J. Shiller is an American economist and Nobel laureate renowned for his work on asset prices, financial bubbles, and behavioral finance.
  • B. Robert C. Merton
    Robert C. Merton is an American economist and Nobel laureate renowned for his pioneering work in financial economics and the mathematical modeling of derivatives.
  • C. Thomas J. Sargent
    Thomas J. Sargent is an American economist and Nobel laureate renowned for his foundational work in macroeconomics, particularly in rational expectations and dynamic macroeconomic theory.
  • D. Eugene Fama
    Eugene Fama is an American economist renowned as a leading figure in the Chicago School and a pioneer of modern finance, particularly for his work on efficient markets and asset pricing.
  • E. Edward C. Prescott
    Edward C. Prescott was an American economist and Nobel laureate renowned for his work on real business cycle theory and time consistency in economic policy.
  • 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: Richard H. Thaler
Triple: [Cass Sunstein, coAuthor, Richard H. Thaler]
Generated description
Richard H. Thaler is a Nobel Prize–winning American economist known for pioneering behavioral economics and co-developing the concept of "nudge" theory.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Richard H. Thaler
Target entity description: Richard H. Thaler is a Nobel Prize–winning American economist known for pioneering behavioral economics and co-developing the concept of "nudge" theory.
  • A. Robert J. Shiller
    Robert J. Shiller is an American economist and Nobel laureate renowned for his work on asset prices, financial bubbles, and behavioral finance.
  • B. Robert C. Merton
    Robert C. Merton is an American economist and Nobel laureate renowned for his pioneering work in financial economics and the mathematical modeling of derivatives.
  • C. Thomas J. Sargent
    Thomas J. Sargent is an American economist and Nobel laureate renowned for his foundational work in macroeconomics, particularly in rational expectations and dynamic macroeconomic theory.
  • D. Eugene Fama
    Eugene Fama is an American economist renowned as a leading figure in the Chicago School and a pioneer of modern finance, particularly for his work on efficient markets and asset pricing.
  • E. Edward C. Prescott
    Edward C. Prescott was an American economist and Nobel laureate renowned for his work on real business cycle theory and time consistency in economic policy.
  • 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_69ab4ac66bc88190b9e4afa5fc843f72 completed March 6, 2026, 9:44 p.m.
NER Named-entity recognition batch_69abda518c58819096c8b67c0f754655 completed March 7, 2026, 7:57 a.m.
NED1 Entity disambiguation (via context triple) batch_69afaf79c8648190a9041dd2903a1429 completed March 10, 2026, 5:43 a.m.
NEDg Description generation batch_69afb002b86881909401e1bec24b76bf completed March 10, 2026, 5:45 a.m.
NED2 Entity disambiguation (via description) batch_69afb0e906f88190b182cbfe81122eed completed March 10, 2026, 5:49 a.m.
Created at: March 6, 2026, 9:55 p.m.