Triple

T4099904
Position Surface form Disambiguated ID Type / Status
Subject Nicholas Stern E87914 entity
Predicate notableWork P4 FINISHED
Object Stern Review
The Stern Review is a landmark 2006 report on the economics of climate change that argues early, strong action to reduce greenhouse gas emissions is far less costly than dealing with the consequences of inaction.
E412811 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: Stern Review | Statement: [Nicholas Stern, notableWork, Stern Review]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Stern Review
Context triple: [Nicholas Stern, notableWork, Stern Review]
  • A. Our Common Future
    Our Common Future is the landmark 1987 report by the World Commission on Environment and Development that popularized the concept of sustainable development and shaped global environmental policy.
  • B. The Economics of Biodiversity: The Dasgupta Review
    The Economics of Biodiversity: The Dasgupta Review is a landmark UK-commissioned report that applies economic analysis to demonstrate the dependence of human prosperity on nature and to propose reforms for integrating biodiversity and natural capital into economic decision-making.
  • C. Carbon War Room
    Carbon War Room is an environmental nonprofit initiative focused on accelerating market-based solutions to climate change and promoting low-carbon business practices worldwide.
  • D. Steady-State Economics
    Steady-State Economics is an influential work in ecological economics that argues for an economy with stable or mildly fluctuating levels of consumption and population within ecological limits.
  • E. The Climate Book
    The Climate Book is a comprehensive anthology on the climate crisis curated by activist Greta Thunberg, featuring contributions from scientists, experts, and writers explaining the causes, impacts, and solutions to global warming.
  • 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: Stern Review
Triple: [Nicholas Stern, notableWork, Stern Review]
Generated description
The Stern Review is a landmark 2006 report on the economics of climate change that argues early, strong action to reduce greenhouse gas emissions is far less costly than dealing with the consequences of inaction.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Stern Review
Target entity description: The Stern Review is a landmark 2006 report on the economics of climate change that argues early, strong action to reduce greenhouse gas emissions is far less costly than dealing with the consequences of inaction.
  • A. Our Common Future
    Our Common Future is the landmark 1987 report by the World Commission on Environment and Development that popularized the concept of sustainable development and shaped global environmental policy.
  • B. The Economics of Biodiversity: The Dasgupta Review
    The Economics of Biodiversity: The Dasgupta Review is a landmark UK-commissioned report that applies economic analysis to demonstrate the dependence of human prosperity on nature and to propose reforms for integrating biodiversity and natural capital into economic decision-making.
  • C. Carbon War Room
    Carbon War Room is an environmental nonprofit initiative focused on accelerating market-based solutions to climate change and promoting low-carbon business practices worldwide.
  • D. Steady-State Economics
    Steady-State Economics is an influential work in ecological economics that argues for an economy with stable or mildly fluctuating levels of consumption and population within ecological limits.
  • E. The Climate Book
    The Climate Book is a comprehensive anthology on the climate crisis curated by activist Greta Thunberg, featuring contributions from scientists, experts, and writers explaining the causes, impacts, and solutions to global warming.
  • 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_69aed94564cc8190a9c1457daedb6e7f completed March 9, 2026, 2:29 p.m.
NER Named-entity recognition batch_69aefd0d9c508190b8aedf83f3310513 completed March 9, 2026, 5:02 p.m.
NED1 Entity disambiguation (via context triple) batch_69b56b7585bc81909dc2c02e60a55def completed March 14, 2026, 2:06 p.m.
NEDg Description generation batch_69b56c3a4b708190a55027fd3b2b76e0 completed March 14, 2026, 2:10 p.m.
NED2 Entity disambiguation (via description) batch_69b56cc5c704819083dac59bf7b3cb83 completed March 14, 2026, 2:12 p.m.
Created at: March 9, 2026, 3:40 p.m.