Triple

T17302943
Position Surface form Disambiguated ID Type / Status
Subject Thomas Schelling E420084 entity
Predicate notableWork P4 FINISHED
Object Micromotives and Macrobehavior
Micromotives and Macrobehavior is a seminal book by economist Thomas Schelling that explores how individual choices and incentives can unintentionally produce complex and often surprising collective social patterns.
E1261239 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: Micromotives and Macrobehavior | Statement: [Thomas Schelling, notableWork, Micromotives and Macrobehavior]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Micromotives and Macrobehavior
Context triple: [Thomas Schelling, notableWork, Micromotives and Macrobehavior]
  • A. Sync: The Emerging Science of Spontaneous Order
    Sync: The Emerging Science of Spontaneous Order is a popular science book that explores how synchronization and collective behavior arise spontaneously in systems ranging from fireflies and heart cells to power grids and social networks.
  • B. The Complexity of Cooperation
    The Complexity of Cooperation is a scholarly work by Avi Wigderson that explores how ideas from computational complexity theory illuminate strategic behavior, game theory, and cooperative problem-solving.
  • C. Foundations of Social Theory
    Foundations of Social Theory is a major sociological work that systematically develops a rational choice framework to explain how individual actions generate larger social structures and institutions.
  • D. Beyond the Invisible Hand
    Beyond the Invisible Hand is a book by economist Kaushik Basu that critically examines free-market ideology and argues for a more ethically grounded and institutionally aware approach to economics.
  • E. Explaining Social Behavior
    Explaining Social Behavior is a book by social scientist Jon Elster that offers a comprehensive, analytically rigorous account of how rational-choice theory and psychological mechanisms can be used to understand human actions and social phenomena.
  • 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: Micromotives and Macrobehavior
Triple: [Thomas Schelling, notableWork, Micromotives and Macrobehavior]
Generated description
Micromotives and Macrobehavior is a seminal book by economist Thomas Schelling that explores how individual choices and incentives can unintentionally produce complex and often surprising collective social patterns.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Micromotives and Macrobehavior
Target entity description: Micromotives and Macrobehavior is a seminal book by economist Thomas Schelling that explores how individual choices and incentives can unintentionally produce complex and often surprising collective social patterns.
  • A. Sync: The Emerging Science of Spontaneous Order
    Sync: The Emerging Science of Spontaneous Order is a popular science book that explores how synchronization and collective behavior arise spontaneously in systems ranging from fireflies and heart cells to power grids and social networks.
  • B. The Complexity of Cooperation
    The Complexity of Cooperation is a scholarly work by Avi Wigderson that explores how ideas from computational complexity theory illuminate strategic behavior, game theory, and cooperative problem-solving.
  • C. Foundations of Social Theory
    Foundations of Social Theory is a major sociological work that systematically develops a rational choice framework to explain how individual actions generate larger social structures and institutions.
  • D. Beyond the Invisible Hand
    Beyond the Invisible Hand is a book by economist Kaushik Basu that critically examines free-market ideology and argues for a more ethically grounded and institutionally aware approach to economics.
  • E. Explaining Social Behavior
    Explaining Social Behavior is a book by social scientist Jon Elster that offers a comprehensive, analytically rigorous account of how rational-choice theory and psychological mechanisms can be used to understand human actions and social phenomena.
  • 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_69d886db32608190a61e18862c5a8af6 completed April 10, 2026, 5:12 a.m.
NER Named-entity recognition batch_69e438fba938819084333764b868bd83 completed April 19, 2026, 2:07 a.m.
NED1 Entity disambiguation (via context triple) batch_6a0180de8340819081eae1104d705de0 completed May 11, 2026, 7:10 a.m.
NEDg Description generation batch_6a0181ae2d588190a4ff68094529a994 completed May 11, 2026, 7:13 a.m.
NED2 Entity disambiguation (via description) batch_6a0182ccd104819088569cf0be87b4d3 completed May 11, 2026, 7:18 a.m.
Created at: April 10, 2026, 5:41 a.m.