Triple

T17015605
Position Surface form Disambiguated ID Type / Status
Subject Stern Review E412811 entity
Predicate hasPart P35 FINISHED
Object Part III: Economics of Stabilisation
Part III: Economics of Stabilisation is the section of the Stern Review that analyzes the economic costs, benefits, and policy options for reducing greenhouse gas emissions and stabilizing the climate.
E1246733 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: Part III: Economics of Stabilisation | Statement: [Stern Review, hasPart, Part III: Economics of Stabilisation]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Part III: Economics of Stabilisation
Context triple: [Stern Review, hasPart, Part III: Economics of Stabilisation]
  • A. Stabilizing an Unstable Economy
    "Stabilizing an Unstable Economy" is a seminal 1986 book by economist Hyman Minsky that develops his financial instability hypothesis, explaining how financial markets and debt dynamics can endogenously generate economic crises and proposing reforms to make capitalism more resilient.
  • B. Part III: Banking, Inflation, and the Business Cycle
    "Part III: Banking, Inflation, and the Business Cycle" is a section of Murray Rothbard’s economic treatise that analyzes how fractional-reserve banking and monetary expansion drive inflation and generate boom-bust cycles in the economy.
  • C. Economics of the Transition Period
    Economics of the Transition Period is a theoretical work by Soviet economist Nikolai Bukharin analyzing the economic dynamics and policies of the shift from capitalism to socialism after the Russian Revolution.
  • D. Keynesian business cycle theories
    Keynesian business cycle theories explain economic fluctuations primarily through changes in aggregate demand, emphasizing the roles of price and wage rigidities, government policy, and market imperfections in causing and mitigating recessions and booms.
  • E. The Economics of Global Turbulence
    The Economics of Global Turbulence is a major work of political economy by Robert Brenner that analyzes the long-term crisis tendencies and structural contradictions of postwar global capitalism.
  • 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: Part III: Economics of Stabilisation
Triple: [Stern Review, hasPart, Part III: Economics of Stabilisation]
Generated description
Part III: Economics of Stabilisation is the section of the Stern Review that analyzes the economic costs, benefits, and policy options for reducing greenhouse gas emissions and stabilizing the climate.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Part III: Economics of Stabilisation
Target entity description: Part III: Economics of Stabilisation is the section of the Stern Review that analyzes the economic costs, benefits, and policy options for reducing greenhouse gas emissions and stabilizing the climate.
  • A. Stabilizing an Unstable Economy
    "Stabilizing an Unstable Economy" is a seminal 1986 book by economist Hyman Minsky that develops his financial instability hypothesis, explaining how financial markets and debt dynamics can endogenously generate economic crises and proposing reforms to make capitalism more resilient.
  • B. Part III: Banking, Inflation, and the Business Cycle
    "Part III: Banking, Inflation, and the Business Cycle" is a section of Murray Rothbard’s economic treatise that analyzes how fractional-reserve banking and monetary expansion drive inflation and generate boom-bust cycles in the economy.
  • C. Economics of the Transition Period
    Economics of the Transition Period is a theoretical work by Soviet economist Nikolai Bukharin analyzing the economic dynamics and policies of the shift from capitalism to socialism after the Russian Revolution.
  • D. Keynesian business cycle theories
    Keynesian business cycle theories explain economic fluctuations primarily through changes in aggregate demand, emphasizing the roles of price and wage rigidities, government policy, and market imperfections in causing and mitigating recessions and booms.
  • E. The Economics of Global Turbulence
    The Economics of Global Turbulence is a major work of political economy by Robert Brenner that analyzes the long-term crisis tendencies and structural contradictions of postwar global capitalism.
  • 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_69d886cc4170819093deddc7b8b4b6a7 completed April 10, 2026, 5:12 a.m.
NER Named-entity recognition batch_69e3d47f198c8190b0473f638101f606 completed April 18, 2026, 6:59 p.m.
NED1 Entity disambiguation (via context triple) batch_6a011b4ba2a88190a49d355836ff1dcf completed May 10, 2026, 11:56 p.m.
NEDg Description generation batch_6a011d5d720c8190ba6f7146a8a5f7f4 completed May 11, 2026, 12:05 a.m.
NED2 Entity disambiguation (via description) batch_6a011dd998888190a60d3880fd5c20c2 completed May 11, 2026, 12:07 a.m.
Created at: April 10, 2026, 5:33 a.m.