Triple

T10162031
Position Surface form Disambiguated ID Type / Status
Subject George Monbiot E233912 entity
Predicate notableWork P4 FINISHED
Object 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.
E845558 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: Heat: How to Stop the Planet Burning | Statement: [George Monbiot, notableWork, Heat: How to Stop the Planet Burning]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Heat: How to Stop the Planet Burning
Context triple: [George Monbiot, notableWork, Heat: How to Stop the Planet Burning]
  • 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. 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.
  • D. The Official Earth Day Guide to Planet Repair
    The Official Earth Day Guide to Planet Repair is an environmental handbook by Earth Day organizer Denis Hayes that offers practical advice and strategies for individuals and communities to reduce their ecological impact and promote sustainability.
  • E. 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.
  • 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: Heat: How to Stop the Planet Burning
Triple: [George Monbiot, notableWork, Heat: How to Stop the Planet Burning]
Generated description
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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Heat: How to Stop the Planet Burning
Target entity description: 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.
  • 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. 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.
  • D. The Official Earth Day Guide to Planet Repair
    The Official Earth Day Guide to Planet Repair is an environmental handbook by Earth Day organizer Denis Hayes that offers practical advice and strategies for individuals and communities to reduce their ecological impact and promote sustainability.
  • E. 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.
  • 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_69ca848e80748190b91d1e04d35512c7 completed March 30, 2026, 2:11 p.m.
NER Named-entity recognition batch_69cdec59b01081908be6ca37dc575465 completed April 2, 2026, 4:11 a.m.
NED1 Entity disambiguation (via context triple) batch_69d300c2651c8190a80c933002ac62e8 completed April 6, 2026, 12:39 a.m.
NEDg Description generation batch_69d30254aabc8190966a4398c59a851e completed April 6, 2026, 12:46 a.m.
NED2 Entity disambiguation (via description) batch_69d30305924c8190998cbefa372dca9a completed April 6, 2026, 12:49 a.m.
Created at: March 30, 2026, 9:09 p.m.