Triple

T23072488
Position Surface form Disambiguated ID Type / Status
Subject Storms of My Grandchildren E575233 entity
Predicate hasSubtitle P1916 FINISHED
Object The Truth About the Coming Climate Catastrophe and Our Last Chance to Save Humanity
"The Truth About the Coming Climate Catastrophe and Our Last Chance to Save Humanity" is the subtitle of James Hansen’s book *Storms of My Grandchildren*, which warns about the severe future impacts of climate change and advocates for urgent global action to prevent them.
E1569508 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 Truth About the Coming Climate Catastrophe and Our Last Chance to Save Humanity | Statement: [Storms of My Grandchildren, hasSubtitle, The Truth About the Coming Climate Catastrophe and Our Last Chance to Save Humanity]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: The Truth About the Coming Climate Catastrophe and Our Last Chance to Save Humanity
Context triple: [Storms of My Grandchildren, hasSubtitle, The Truth About the Coming Climate Catastrophe and Our Last Chance to Save Humanity]
  • A. How to Avoid a Climate Disaster
    "How to Avoid a Climate Disaster" is a nonfiction book outlining a practical roadmap for achieving net-zero greenhouse gas emissions and mitigating global warming through technology, policy, and innovation.
  • B. There Is No Planet B: A Handbook for the Make or Break Years
    "There Is No Planet B: A Handbook for the Make or Break Years" is a popular science book that explains the interconnected environmental and social crises facing humanity and offers practical, systems-level guidance for creating a sustainable future.
  • C. Hope in Hell: A Decade to Confront the Climate Emergency
    "Hope in Hell: A Decade to Confront the Climate Emergency" is a non-fiction book by environmentalist Jonathan Porritt that argues for urgent, transformative action to address the climate crisis while outlining reasons for realistic optimism.
  • D. Heat: How to Stop the Planet Burning
    Heat: How to Stop the Planet Burning is a non-fiction book that presents a detailed, science-based plan for drastically reducing greenhouse gas emissions to tackle climate change.
  • E. 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.
  • 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 Truth About the Coming Climate Catastrophe and Our Last Chance to Save Humanity
Triple: [Storms of My Grandchildren, hasSubtitle, The Truth About the Coming Climate Catastrophe and Our Last Chance to Save Humanity]
Generated description
"The Truth About the Coming Climate Catastrophe and Our Last Chance to Save Humanity" is the subtitle of James Hansen’s book *Storms of My Grandchildren*, which warns about the severe future impacts of climate change and advocates for urgent global action to prevent them.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: The Truth About the Coming Climate Catastrophe and Our Last Chance to Save Humanity
Target entity description: "The Truth About the Coming Climate Catastrophe and Our Last Chance to Save Humanity" is the subtitle of James Hansen’s book *Storms of My Grandchildren*, which warns about the severe future impacts of climate change and advocates for urgent global action to prevent them.
  • A. How to Avoid a Climate Disaster
    "How to Avoid a Climate Disaster" is a nonfiction book outlining a practical roadmap for achieving net-zero greenhouse gas emissions and mitigating global warming through technology, policy, and innovation.
  • B. There Is No Planet B: A Handbook for the Make or Break Years
    "There Is No Planet B: A Handbook for the Make or Break Years" is a popular science book that explains the interconnected environmental and social crises facing humanity and offers practical, systems-level guidance for creating a sustainable future.
  • C. Hope in Hell: A Decade to Confront the Climate Emergency
    "Hope in Hell: A Decade to Confront the Climate Emergency" is a non-fiction book by environmentalist Jonathan Porritt that argues for urgent, transformative action to address the climate crisis while outlining reasons for realistic optimism.
  • D. Heat: How to Stop the Planet Burning
    Heat: How to Stop the Planet Burning is a non-fiction book that presents a detailed, science-based plan for drastically reducing greenhouse gas emissions to tackle climate change.
  • E. 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.
  • 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_69e245be28d48190ad1348d5a73db37d completed April 17, 2026, 2:37 p.m.
NER Named-entity recognition batch_69f18c60fa6c81908496f181c7d62033 completed April 29, 2026, 4:43 a.m.
NED1 Entity disambiguation (via context triple) batch_6a0c15a941748190b6c44e4a6e6256e2 completed May 19, 2026, 7:47 a.m.
NEDg Description generation batch_6a0c1647dc2881909ee6c13b48b71b8d completed May 19, 2026, 7:50 a.m.
NED2 Entity disambiguation (via description) batch_6a0c187f6eec81909cf9a62835d56391 completed May 19, 2026, 7:59 a.m.
Created at: April 17, 2026, 3:56 p.m.