Triple

T2704481
Position Surface form Disambiguated ID Type / Status
Subject Cass Sunstein E59309 entity
Predicate notableWork P4 FINISHED
Object Nudge: Improving Decisions About Health, Wealth, and Happiness
"Nudge: Improving Decisions About Health, Wealth, and Happiness" is a popular behavioral economics book by Richard Thaler and Cass Sunstein that explains how subtle changes in choice architecture can steer people toward better decisions without restricting their freedom.
E290291 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: Nudge: Improving Decisions About Health, Wealth, and Happiness | Statement: [Cass Sunstein, notableWork, Nudge: Improving Decisions About Health, Wealth, and Happiness]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Nudge: Improving Decisions About Health, Wealth, and Happiness
Context triple: [Cass Sunstein, notableWork, Nudge: Improving Decisions About Health, Wealth, and Happiness]
  • A. The Business of Happiness
    The Business of Happiness is a book by entrepreneur and sports team owner Ted Leonsis that blends memoir and business advice to argue that true success comes from pursuing happiness, meaning, and service to others alongside financial achievement.
  • B. Rationality: What It Is, Why It Seems Scarce, Why It Matters
    "Rationality: What It Is, Why It Seems Scarce, Why It Matters" is a non-fiction book by cognitive psychologist Steven Pinker that explores the nature of human reasoning, why people often think irrationally, and how better reasoning can improve individual and societal decision-making.
  • C. The Spirit Level
    The Spirit Level is a 1996 poetry collection by Nobel laureate Seamus Heaney that reflects on balance, memory, and the political and personal landscapes of Ireland.
  • D. The Attention Merchants: The Epic Scramble to Get Inside Our Heads
    The Attention Merchants: The Epic Scramble to Get Inside Our Heads is a nonfiction book that traces the history and mechanics of the attention economy, examining how media, advertising, and technology industries capture and monetize human attention.
  • E. Illusions of Progress
    Illusions of Progress is a political and social critique by Georges Sorel that challenges optimistic beliefs in linear social advancement and rational reform.
  • 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: Nudge: Improving Decisions About Health, Wealth, and Happiness
Triple: [Cass Sunstein, notableWork, Nudge: Improving Decisions About Health, Wealth, and Happiness]
Generated description
"Nudge: Improving Decisions About Health, Wealth, and Happiness" is a popular behavioral economics book by Richard Thaler and Cass Sunstein that explains how subtle changes in choice architecture can steer people toward better decisions without restricting their freedom.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Nudge: Improving Decisions About Health, Wealth, and Happiness
Target entity description: "Nudge: Improving Decisions About Health, Wealth, and Happiness" is a popular behavioral economics book by Richard Thaler and Cass Sunstein that explains how subtle changes in choice architecture can steer people toward better decisions without restricting their freedom.
  • A. The Business of Happiness
    The Business of Happiness is a book by entrepreneur and sports team owner Ted Leonsis that blends memoir and business advice to argue that true success comes from pursuing happiness, meaning, and service to others alongside financial achievement.
  • B. Rationality: What It Is, Why It Seems Scarce, Why It Matters
    "Rationality: What It Is, Why It Seems Scarce, Why It Matters" is a non-fiction book by cognitive psychologist Steven Pinker that explores the nature of human reasoning, why people often think irrationally, and how better reasoning can improve individual and societal decision-making.
  • C. The Spirit Level
    The Spirit Level is a 1996 poetry collection by Nobel laureate Seamus Heaney that reflects on balance, memory, and the political and personal landscapes of Ireland.
  • D. The Attention Merchants: The Epic Scramble to Get Inside Our Heads
    The Attention Merchants: The Epic Scramble to Get Inside Our Heads is a nonfiction book that traces the history and mechanics of the attention economy, examining how media, advertising, and technology industries capture and monetize human attention.
  • E. Illusions of Progress
    Illusions of Progress is a political and social critique by Georges Sorel that challenges optimistic beliefs in linear social advancement and rational reform.
  • 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.