Triple
T4099931
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Nicholas Stern |
E87914
|
entity |
| Predicate | knownFor |
P22
|
FINISHED |
| Object | Stern Review on the Economics of Climate Change |
E412811
|
NE FINISHED |
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: Stern Review on the Economics of Climate Change | Statement: [Nicholas Stern, knownFor, Stern Review on the Economics of Climate Change]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Stern Review on the Economics of Climate Change Context triple: [Nicholas Stern, knownFor, Stern Review on the Economics of Climate Change]
-
A.
Stern Review
chosen
The Stern Review is a landmark 2006 report on the economics of climate change that argues early, strong action to reduce greenhouse gas emissions is far less costly than dealing with the consequences of inaction.
-
B.
The Economics of Biodiversity: The Dasgupta Review
The Economics of Biodiversity: The Dasgupta Review is a landmark UK-commissioned report that applies economic analysis to demonstrate the dependence of human prosperity on nature and to propose reforms for integrating biodiversity and natural capital into economic decision-making.
-
C.
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.
-
D.
CO2 Rising: The World’s Greatest Environmental Challenge
CO2 Rising: The World’s Greatest Environmental Challenge is a popular science book that explains the science, sources, and global impacts of rising carbon dioxide levels in Earth’s atmosphere.
-
E.
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.
- F. None of above.
- G. Unsure - the case is ambiguous/there is not enough information to decide.
Provenance (3 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_69aed94564cc8190a9c1457daedb6e7f |
completed | March 9, 2026, 2:29 p.m. |
| NER | Named-entity recognition | batch_69aefd0d9c508190b8aedf83f3310513 |
completed | March 9, 2026, 5:02 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69b57f1d1ab081909b7999e8feede458 |
completed | March 14, 2026, 3:30 p.m. |
Created at: March 9, 2026, 3:40 p.m.