Triple

T1522068
Position Surface form Disambiguated ID Type / Status
Subject This Changes Everything E32250 entity
Predicate subtitle P2765 FINISHED
Object Capitalism vs. the Climate
Capitalism vs. the Climate is the subtitle of Naomi Klein’s book "This Changes Everything," encapsulating its argument that the climate crisis is fundamentally intertwined with and exacerbated by the structures of global capitalism.
E173859 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: Capitalism vs. the Climate | Statement: [This Changes Everything, subtitle, Capitalism vs. the Climate]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Capitalism vs. the Climate
Context triple: [This Changes Everything, subtitle, Capitalism vs. the Climate]
  • A. Chokepoint Capitalism
    Chokepoint Capitalism is a nonfiction book co-authored by Cory Doctorow and Rebecca Giblin that critiques how powerful corporations exploit bottlenecks in creative industries and proposes ways to reclaim artistic and economic freedom.
  • B. 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.
  • C. The human roots of the ecological crisis
    "The human roots of the ecological crisis" is a key chapter in Pope Francis’ encyclical Laudato si’ that analyzes how modern technological, economic, and cultural patterns of human behavior have led to environmental degradation and social injustice.
  • 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. Capitalism: A Ghost Story
    Capitalism: A Ghost Story is a political essay by Arundhati Roy that critiques global capitalism, corporate power, and their impact on democracy and social inequality in India.
  • 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: Capitalism vs. the Climate
Triple: [This Changes Everything, subtitle, Capitalism vs. the Climate]
Generated description
Capitalism vs. the Climate is the subtitle of Naomi Klein’s book "This Changes Everything," encapsulating its argument that the climate crisis is fundamentally intertwined with and exacerbated by the structures of global capitalism.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Capitalism vs. the Climate
Target entity description: Capitalism vs. the Climate is the subtitle of Naomi Klein’s book "This Changes Everything," encapsulating its argument that the climate crisis is fundamentally intertwined with and exacerbated by the structures of global capitalism.
  • A. Chokepoint Capitalism
    Chokepoint Capitalism is a nonfiction book co-authored by Cory Doctorow and Rebecca Giblin that critiques how powerful corporations exploit bottlenecks in creative industries and proposes ways to reclaim artistic and economic freedom.
  • B. 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.
  • C. The human roots of the ecological crisis
    "The human roots of the ecological crisis" is a key chapter in Pope Francis’ encyclical Laudato si’ that analyzes how modern technological, economic, and cultural patterns of human behavior have led to environmental degradation and social injustice.
  • 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. Capitalism: A Ghost Story
    Capitalism: A Ghost Story is a political essay by Arundhati Roy that critiques global capitalism, corporate power, and their impact on democracy and social inequality in India.
  • 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_69a885e9b0ac819093a9806ad0efc82c completed March 4, 2026, 7:20 p.m.
NER Named-entity recognition batch_69a907fe8b0c8190a765afd3a10ee5e0 completed March 5, 2026, 4:35 a.m.
NED1 Entity disambiguation (via context triple) batch_69ad294f9e2481909f1d685d7f083c6a completed March 8, 2026, 7:46 a.m.
NEDg Description generation batch_69ad29f4edc48190b78a6df091e289ab completed March 8, 2026, 7:49 a.m.
NED2 Entity disambiguation (via description) batch_69ad2a78b9608190b70f8d0ae531618d completed March 8, 2026, 7:51 a.m.
Created at: March 4, 2026, 7:26 p.m.