Triple
T10111247
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | James Gustave Speth |
E218243
|
entity |
| Predicate | notableWork |
P4
|
FINISHED |
| Object |
They Knew: The U.S. Federal Government’s Fifty-Year Role in Causing the Climate Crisis
"They Knew: The U.S. Federal Government’s Fifty-Year Role in Causing the Climate Crisis" is a nonfiction book by environmental lawyer and scholar James Gustave Speth that documents how U.S. political leaders understood the dangers of climate change for decades yet failed to act, thereby contributing significantly to the current crisis.
|
E842151
|
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: They Knew: The U.S. Federal Government’s Fifty-Year Role in Causing the Climate Crisis | Statement: [James Gustave Speth, notableWork, They Knew: The U.S. Federal Government’s Fifty-Year Role in Causing the Climate Crisis]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: They Knew: The U.S. Federal Government’s Fifty-Year Role in Causing the Climate Crisis Context triple: [James Gustave Speth, notableWork, They Knew: The U.S. Federal Government’s Fifty-Year Role in Causing the Climate Crisis]
-
A.
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.
-
B.
The Greatest Hoax: How the Global Warming Conspiracy Threatens Your Future
"The Greatest Hoax: How the Global Warming Conspiracy Threatens Your Future" is a book by U.S. Senator Jim Inhofe arguing that mainstream climate change science is fraudulent and politically motivated.
-
C.
The (Burning) Case for a Green New Deal
The (Burning) Case for a Green New Deal is the subtitle of Naomi Klein’s book "On Fire," which argues urgently for transformative climate action and a just green economic transition.
-
D.
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.
-
E.
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.
- 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: They Knew: The U.S. Federal Government’s Fifty-Year Role in Causing the Climate Crisis Triple: [James Gustave Speth, notableWork, They Knew: The U.S. Federal Government’s Fifty-Year Role in Causing the Climate Crisis]
Generated description
"They Knew: The U.S. Federal Government’s Fifty-Year Role in Causing the Climate Crisis" is a nonfiction book by environmental lawyer and scholar James Gustave Speth that documents how U.S. political leaders understood the dangers of climate change for decades yet failed to act, thereby contributing significantly to the current crisis.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: They Knew: The U.S. Federal Government’s Fifty-Year Role in Causing the Climate Crisis Target entity description: "They Knew: The U.S. Federal Government’s Fifty-Year Role in Causing the Climate Crisis" is a nonfiction book by environmental lawyer and scholar James Gustave Speth that documents how U.S. political leaders understood the dangers of climate change for decades yet failed to act, thereby contributing significantly to the current crisis.
-
A.
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.
-
B.
The Greatest Hoax: How the Global Warming Conspiracy Threatens Your Future
"The Greatest Hoax: How the Global Warming Conspiracy Threatens Your Future" is a book by U.S. Senator Jim Inhofe arguing that mainstream climate change science is fraudulent and politically motivated.
-
C.
The (Burning) Case for a Green New Deal
The (Burning) Case for a Green New Deal is the subtitle of Naomi Klein’s book "On Fire," which argues urgently for transformative climate action and a just green economic transition.
-
D.
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.
-
E.
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.
- 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_69ca83da93fc8190b54e44bc2b34857c |
completed | March 30, 2026, 2:08 p.m. |
| NER | Named-entity recognition | batch_69cdd0cf39908190bba679ace095eefc |
completed | April 2, 2026, 2:13 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69d2cc1805d08190bc39aadf1e84a569 |
completed | April 5, 2026, 8:54 p.m. |
| NEDg | Description generation | batch_69d2cd8f0a688190a437b7e2d158c70c |
completed | April 5, 2026, 9:01 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69d2ce422e4c8190b54b94cdfa0c4c98 |
completed | April 5, 2026, 9:04 p.m. |
Created at: March 30, 2026, 9:03 p.m.