Triple
T17823712
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Alan Manning |
E445056
|
entity |
| Predicate | notableWork |
P4
|
FINISHED |
| Object |
Monopsony in Motion: Imperfect Competition in Labor Markets
Monopsony in Motion: Imperfect Competition in Labor Markets is an influential economics book that analyzes how employer market power shapes wages and employment, challenging the standard perfectly competitive model of labor markets.
|
E1289320
|
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: Monopsony in Motion: Imperfect Competition in Labor Markets | Statement: [Alan Manning, notableWork, Monopsony in Motion: Imperfect Competition in Labor Markets]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Monopsony in Motion: Imperfect Competition in Labor Markets Context triple: [Alan Manning, notableWork, Monopsony in Motion: Imperfect Competition in Labor Markets]
-
A.
Frisch elasticity of labor supply
The Frisch elasticity of labor supply is an economic measure that captures how responsive individuals’ labor supply is to changes in wages when their expected lifetime wealth is held constant.
-
B.
The Theory of Industrial Organization
The Theory of Industrial Organization is a foundational economics textbook by Jean Tirole that systematically develops modern industrial organization theory using game-theoretic tools.
-
C.
Diamond–Mortensen–Pissarides model
The Diamond–Mortensen–Pissarides model is a foundational macroeconomic framework that explains unemployment, job creation, and labor market frictions through search and matching between workers and firms.
-
D.
Markets and Hierarchies: Analysis and Antitrust Implications
Markets and Hierarchies: Analysis and Antitrust Implications is a seminal 1975 book in transaction cost economics that examines how firms and markets are structured and the implications of these organizational forms for antitrust policy.
-
E.
Tasks, Automation, and the Rise in US Wage Inequality
"Tasks, Automation, and the Rise in US Wage Inequality" is an economics research paper analyzing how technological change and the automation of specific job tasks have contributed to growing wage inequality in the United States.
- 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: Monopsony in Motion: Imperfect Competition in Labor Markets Triple: [Alan Manning, notableWork, Monopsony in Motion: Imperfect Competition in Labor Markets]
Generated description
Monopsony in Motion: Imperfect Competition in Labor Markets is an influential economics book that analyzes how employer market power shapes wages and employment, challenging the standard perfectly competitive model of labor markets.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Monopsony in Motion: Imperfect Competition in Labor Markets Target entity description: Monopsony in Motion: Imperfect Competition in Labor Markets is an influential economics book that analyzes how employer market power shapes wages and employment, challenging the standard perfectly competitive model of labor markets.
-
A.
Frisch elasticity of labor supply
The Frisch elasticity of labor supply is an economic measure that captures how responsive individuals’ labor supply is to changes in wages when their expected lifetime wealth is held constant.
-
B.
The Theory of Industrial Organization
The Theory of Industrial Organization is a foundational economics textbook by Jean Tirole that systematically develops modern industrial organization theory using game-theoretic tools.
-
C.
Diamond–Mortensen–Pissarides model
The Diamond–Mortensen–Pissarides model is a foundational macroeconomic framework that explains unemployment, job creation, and labor market frictions through search and matching between workers and firms.
-
D.
Markets and Hierarchies: Analysis and Antitrust Implications
Markets and Hierarchies: Analysis and Antitrust Implications is a seminal 1975 book in transaction cost economics that examines how firms and markets are structured and the implications of these organizational forms for antitrust policy.
-
E.
Tasks, Automation, and the Rise in US Wage Inequality
"Tasks, Automation, and the Rise in US Wage Inequality" is an economics research paper analyzing how technological change and the automation of specific job tasks have contributed to growing wage inequality in the United States.
- 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_69d8b9f0de78819099395b14db75a8a6 |
completed | April 10, 2026, 8:50 a.m. |
| NER | Named-entity recognition | batch_69e4891282a081908d384d45bf444baf |
completed | April 19, 2026, 7:49 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_6a02ff69f02c81908a7b6b8b564cceec |
completed | May 12, 2026, 10:22 a.m. |
| NEDg | Description generation | batch_6a03000abe908190a4f4835f348aa544 |
completed | May 12, 2026, 10:25 a.m. |
| NED2 | Entity disambiguation (via description) | batch_6a0300e885e481909c76dfbac2fd1009 |
completed | May 12, 2026, 10:28 a.m. |
Created at: April 10, 2026, 10:15 a.m.