Triple

T2704484
Position Surface form Disambiguated ID Type / Status
Subject Cass Sunstein E59309 entity
Predicate notableWork P4 FINISHED
Object The Cost-Benefit Revolution
The Cost-Benefit Revolution is a book by legal scholar Cass Sunstein that argues for the central role of cost-benefit analysis in modern regulation and public policy.
E290294 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: The Cost-Benefit Revolution | Statement: [Cass Sunstein, notableWork, The Cost-Benefit Revolution]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: The Cost-Benefit Revolution
Context triple: [Cass Sunstein, notableWork, The Cost-Benefit Revolution]
  • A. The Politics of Prudence
    The Politics of Prudence is a collection of essays by conservative thinker Russell Kirk that articulates and defends the principles of traditionalist conservatism in modern political life.
  • B. Inequality Reexamined
    Inequality Reexamined is a philosophical and economic work by Amartya Sen that critically analyzes traditional views of inequality and justice through his capabilities approach.
  • C. The Acquisitive Society
    The Acquisitive Society is a 1920 book by British social critic R. H. Tawney that offers a moral and economic critique of capitalism and argues for a more socially responsible and egalitarian economic order.
  • D. The Economics of Welfare
    The Economics of Welfare is a foundational 1920 economics treatise by Arthur Cecil Pigou that systematically develops welfare economics and the concept of externalities to analyze the role of government in correcting market failures.
  • E. The Antitrust Paradox
    The Antitrust Paradox is a highly influential 1978 book by legal scholar Robert Bork that reshaped U.S. antitrust law by arguing that its primary goal should be the protection of consumer welfare rather than competitors.
  • 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: The Cost-Benefit Revolution
Triple: [Cass Sunstein, notableWork, The Cost-Benefit Revolution]
Generated description
The Cost-Benefit Revolution is a book by legal scholar Cass Sunstein that argues for the central role of cost-benefit analysis in modern regulation and public policy.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: The Cost-Benefit Revolution
Target entity description: The Cost-Benefit Revolution is a book by legal scholar Cass Sunstein that argues for the central role of cost-benefit analysis in modern regulation and public policy.
  • A. The Politics of Prudence
    The Politics of Prudence is a collection of essays by conservative thinker Russell Kirk that articulates and defends the principles of traditionalist conservatism in modern political life.
  • B. Inequality Reexamined
    Inequality Reexamined is a philosophical and economic work by Amartya Sen that critically analyzes traditional views of inequality and justice through his capabilities approach.
  • C. The Acquisitive Society
    The Acquisitive Society is a 1920 book by British social critic R. H. Tawney that offers a moral and economic critique of capitalism and argues for a more socially responsible and egalitarian economic order.
  • D. The Economics of Welfare
    The Economics of Welfare is a foundational 1920 economics treatise by Arthur Cecil Pigou that systematically develops welfare economics and the concept of externalities to analyze the role of government in correcting market failures.
  • E. The Antitrust Paradox
    The Antitrust Paradox is a highly influential 1978 book by legal scholar Robert Bork that reshaped U.S. antitrust law by arguing that its primary goal should be the protection of consumer welfare rather than competitors.
  • 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.