Triple

T20934656
Position Surface form Disambiguated ID Type / Status
Subject The Solutions We Have and the Breakthroughs We Need E515551 entity
Predicate isSubtitleOf P2765 FINISHED
Object How to Avoid a Climate Disaster — NE NERFINISHED

How this triple was built (2 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: How to Avoid a Climate Disaster | Statement: [The Solutions We Have and the Breakthroughs We Need, isSubtitleOf, How to Avoid a Climate Disaster]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: How to Avoid a Climate Disaster
Context triple: [The Solutions We Have and the Breakthroughs We Need, isSubtitleOf, How to Avoid a Climate Disaster]
  • A. How to Avoid a Climate Disaster chosen
    "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. 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.
  • 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. 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.
  • 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.
  • G. Unsure - the case is ambiguous/there is not enough information to decide.

Provenance (2 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_69e0b4fc13408190b06868df03c5c29b completed April 16, 2026, 10:07 a.m.
NER Named-entity recognition batch_69e6f94fc194819099df82357a7f33c7 completed April 21, 2026, 4:13 a.m.
Created at: April 16, 2026, 12:49 p.m.