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.