Triple
T17015604
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Stern Review |
E412811
|
entity |
| Predicate | hasPart |
P35
|
FINISHED |
| Object |
Part II: Impacts of Climate Change on Growth and Development
Part II: Impacts of Climate Change on Growth and Development is a section of the Stern Review that analyzes how climate change affects economic growth, human development, and long-term prosperity worldwide.
|
E1246732
|
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: Part II: Impacts of Climate Change on Growth and Development | Statement: [Stern Review, hasPart, Part II: Impacts of Climate Change on Growth and Development]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Part II: Impacts of Climate Change on Growth and Development Context triple: [Stern Review, hasPart, Part II: Impacts of Climate Change on Growth and Development]
-
A.
Handbook of Development Economics
The *Handbook of Development Economics* is a comprehensive, multi-volume reference work that surveys key theories, empirical research, and policy issues in the field of economic development.
-
B.
Impacts, Adaptation and Vulnerability
Impacts, Adaptation and Vulnerability is a major IPCC assessment volume that evaluates how climate change affects natural and human systems, their capacity to adapt, and the resulting risks and vulnerabilities.
-
C.
Perspectives on Global Development
Perspectives on Global Development is a flagship OECD Development Centre publication that analyzes long-term global development trends and policy challenges facing emerging and developing economies.
-
D.
“On the Mechanics of Economic Development”
“On the Mechanics of Economic Development” is a seminal 1988 paper by economist Robert Lucas Jr. that helped found modern endogenous growth theory by explaining how human capital accumulation and externalities drive long-run economic growth.
-
E.
Working Group II contribution to the IPCC Third Assessment Report
The Working Group II contribution to the IPCC Third Assessment Report is a major scientific assessment focusing on the impacts of climate change, vulnerabilities of natural and human systems, and options for adaptation.
- 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: Part II: Impacts of Climate Change on Growth and Development Triple: [Stern Review, hasPart, Part II: Impacts of Climate Change on Growth and Development]
Generated description
Part II: Impacts of Climate Change on Growth and Development is a section of the Stern Review that analyzes how climate change affects economic growth, human development, and long-term prosperity worldwide.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Part II: Impacts of Climate Change on Growth and Development Target entity description: Part II: Impacts of Climate Change on Growth and Development is a section of the Stern Review that analyzes how climate change affects economic growth, human development, and long-term prosperity worldwide.
-
A.
Handbook of Development Economics
The *Handbook of Development Economics* is a comprehensive, multi-volume reference work that surveys key theories, empirical research, and policy issues in the field of economic development.
-
B.
Impacts, Adaptation and Vulnerability
Impacts, Adaptation and Vulnerability is a major IPCC assessment volume that evaluates how climate change affects natural and human systems, their capacity to adapt, and the resulting risks and vulnerabilities.
-
C.
Perspectives on Global Development
Perspectives on Global Development is a flagship OECD Development Centre publication that analyzes long-term global development trends and policy challenges facing emerging and developing economies.
-
D.
“On the Mechanics of Economic Development”
“On the Mechanics of Economic Development” is a seminal 1988 paper by economist Robert Lucas Jr. that helped found modern endogenous growth theory by explaining how human capital accumulation and externalities drive long-run economic growth.
-
E.
Working Group II contribution to the IPCC Third Assessment Report
The Working Group II contribution to the IPCC Third Assessment Report is a major scientific assessment focusing on the impacts of climate change, vulnerabilities of natural and human systems, and options for adaptation.
- 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_69d886cc4170819093deddc7b8b4b6a7 |
completed | April 10, 2026, 5:12 a.m. |
| NER | Named-entity recognition | batch_69e3d47f198c8190b0473f638101f606 |
completed | April 18, 2026, 6:59 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_6a011b4ba2a88190a49d355836ff1dcf |
completed | May 10, 2026, 11:56 p.m. |
| NEDg | Description generation | batch_6a011d5d720c8190ba6f7146a8a5f7f4 |
completed | May 11, 2026, 12:05 a.m. |
| NED2 | Entity disambiguation (via description) | batch_6a011dd998888190a60d3880fd5c20c2 |
completed | May 11, 2026, 12:07 a.m. |
Created at: April 10, 2026, 5:33 a.m.