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.