Triple
T4965247
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Stephen R. Carpenter |
E111506
|
entity |
| Predicate | contributedTo |
P37
|
FINISHED |
| Object |
Millennium Ecosystem Assessment
The Millennium Ecosystem Assessment was a major international scientific initiative that evaluated the consequences of ecosystem change for human well-being and provided a framework for action to conserve and sustainably use natural systems.
|
E483127
|
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: Millennium Ecosystem Assessment | Statement: [Stephen R. Carpenter, contributedTo, Millennium Ecosystem Assessment]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Millennium Ecosystem Assessment Context triple: [Stephen R. Carpenter, contributedTo, Millennium Ecosystem Assessment]
-
A.
Nature’s Services: Societal Dependence on Natural Ecosystems
"Nature’s Services: Societal Dependence on Natural Ecosystems" is an influential edited volume that synthesizes scientific understanding of ecosystem services and highlights how human societies fundamentally rely on the functions and benefits provided by natural ecosystems.
-
B.
Intergovernmental Science-Policy Platform on Biodiversity and Ecosystem Services
The Intergovernmental Science-Policy Platform on Biodiversity and Ecosystem Services (IPBES) is a global body that synthesizes scientific knowledge on biodiversity and ecosystem services to inform and guide international policy decisions.
-
C.
Living Planet Report
The Living Planet Report is a flagship global assessment that tracks the state of the world’s biodiversity and ecosystems, highlighting trends in wildlife populations and human impacts on nature.
-
D.
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.
-
E.
Human Well-Being and the Natural Environment
"Human Well-Being and the Natural Environment" is an influential book by economist Partha Dasgupta that analyzes how economic development, environmental sustainability, and human welfare are interlinked.
- 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: Millennium Ecosystem Assessment Triple: [Stephen R. Carpenter, contributedTo, Millennium Ecosystem Assessment]
Generated description
The Millennium Ecosystem Assessment was a major international scientific initiative that evaluated the consequences of ecosystem change for human well-being and provided a framework for action to conserve and sustainably use natural systems.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Millennium Ecosystem Assessment Target entity description: The Millennium Ecosystem Assessment was a major international scientific initiative that evaluated the consequences of ecosystem change for human well-being and provided a framework for action to conserve and sustainably use natural systems.
-
A.
Nature’s Services: Societal Dependence on Natural Ecosystems
"Nature’s Services: Societal Dependence on Natural Ecosystems" is an influential edited volume that synthesizes scientific understanding of ecosystem services and highlights how human societies fundamentally rely on the functions and benefits provided by natural ecosystems.
-
B.
Intergovernmental Science-Policy Platform on Biodiversity and Ecosystem Services
The Intergovernmental Science-Policy Platform on Biodiversity and Ecosystem Services (IPBES) is a global body that synthesizes scientific knowledge on biodiversity and ecosystem services to inform and guide international policy decisions.
-
C.
Living Planet Report
The Living Planet Report is a flagship global assessment that tracks the state of the world’s biodiversity and ecosystems, highlighting trends in wildlife populations and human impacts on nature.
-
D.
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.
-
E.
Human Well-Being and the Natural Environment
"Human Well-Being and the Natural Environment" is an influential book by economist Partha Dasgupta that analyzes how economic development, environmental sustainability, and human welfare are interlinked.
- 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_69bd4419393c819086319a6fe4bf8542 |
completed | March 20, 2026, 12:56 p.m. |
| NER | Named-entity recognition | batch_69bd71f693b48190b3523cd314303cbe |
completed | March 20, 2026, 4:12 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69be81f13988819097dcd5a65cb1f502 |
completed | March 21, 2026, 11:33 a.m. |
| NEDg | Description generation | batch_69be83b10e048190889289ac2ca9f07f |
completed | March 21, 2026, 11:40 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69be843e2e50819099b2b73498c7c16e |
completed | March 21, 2026, 11:42 a.m. |
Created at: March 20, 2026, 1:32 p.m.