Triple

T17015603
Position Surface form Disambiguated ID Type / Status
Subject Stern Review E412811 entity
Predicate hasPart P35 FINISHED
Object Part I: The Science of Climate Change
Part I: The Science of Climate Change is the opening section of the Stern Review that explains the scientific basis, mechanisms, and evidence for human-driven climate change.
E1246731 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 I: The Science of Climate Change | Statement: [Stern Review, hasPart, Part I: The Science of Climate Change]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Part I: The Science of Climate Change
Context triple: [Stern Review, hasPart, Part I: The Science of Climate Change]
  • A. “What We Know About Climate Change”
    “What We Know About Climate Change” is a concise, accessible book that explains the science, impacts, and policy implications of global climate change for a general audience.
  • B. The Down-to-Earth Guide to Global Warming
    The Down-to-Earth Guide to Global Warming is an accessible, illustrated book that explains the science, causes, and everyday solutions to climate change for a general and often younger audience.
  • C. Earth’s Climate Crisis and the Fate of Humanity
    "Earth’s Climate Crisis and the Fate of Humanity" is the subtitle of James Lovelock’s environmental science book *The Revenge of Gaia*, emphasizing the urgent, existential threat that global climate change poses to human civilization.
  • D. Climate Change 2001: The Scientific Basis
    Climate Change 2001: The Scientific Basis is a major Intergovernmental Panel on Climate Change (IPCC) assessment report that comprehensively evaluates the physical science of climate change, including observations, theory, and projections.
  • E. Science for a changing world
    "Science for a changing world" is the official motto of the United States Geological Survey, reflecting its mission to provide scientific information about Earth’s natural resources, hazards, and environment in a rapidly evolving world.
  • 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 I: The Science of Climate Change
Triple: [Stern Review, hasPart, Part I: The Science of Climate Change]
Generated description
Part I: The Science of Climate Change is the opening section of the Stern Review that explains the scientific basis, mechanisms, and evidence for human-driven climate change.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Part I: The Science of Climate Change
Target entity description: Part I: The Science of Climate Change is the opening section of the Stern Review that explains the scientific basis, mechanisms, and evidence for human-driven climate change.
  • A. “What We Know About Climate Change”
    “What We Know About Climate Change” is a concise, accessible book that explains the science, impacts, and policy implications of global climate change for a general audience.
  • B. The Down-to-Earth Guide to Global Warming
    The Down-to-Earth Guide to Global Warming is an accessible, illustrated book that explains the science, causes, and everyday solutions to climate change for a general and often younger audience.
  • C. Earth’s Climate Crisis and the Fate of Humanity
    "Earth’s Climate Crisis and the Fate of Humanity" is the subtitle of James Lovelock’s environmental science book *The Revenge of Gaia*, emphasizing the urgent, existential threat that global climate change poses to human civilization.
  • D. Climate Change 2001: The Scientific Basis
    Climate Change 2001: The Scientific Basis is a major Intergovernmental Panel on Climate Change (IPCC) assessment report that comprehensively evaluates the physical science of climate change, including observations, theory, and projections.
  • E. Science for a changing world
    "Science for a changing world" is the official motto of the United States Geological Survey, reflecting its mission to provide scientific information about Earth’s natural resources, hazards, and environment in a rapidly evolving world.
  • 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.