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.