Triple
T5122225
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Lawrence B. Slobodkin |
E115495
|
entity |
| Predicate | notableWork |
P4
|
FINISHED |
| Object |
"A Citizen’s Guide to Ecology"
"A Citizen’s Guide to Ecology" is an accessible, non-technical book by ecologist Lawrence B. Slobodkin that introduces lay readers to key ecological principles and their relevance to everyday environmental issues.
|
E496566
|
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: "A Citizen’s Guide to Ecology" | Statement: [Lawrence B. Slobodkin, notableWork, "A Citizen’s Guide to Ecology"]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: "A Citizen’s Guide to Ecology" Context triple: [Lawrence B. Slobodkin, notableWork, "A Citizen’s Guide to Ecology"]
-
A.
The Fight for Conservation
The Fight for Conservation is a seminal early 20th-century book advocating scientific forest management and the sustainable use of natural resources in the United States.
-
B.
The human roots of the ecological crisis
"The human roots of the ecological crisis" is a key chapter in Pope Francis’ encyclical Laudato si’ that analyzes how modern technological, economic, and cultural patterns of human behavior have led to environmental degradation and social injustice.
-
C.
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.
-
D.
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.
-
E.
The Wisdom of Sustainability
The Wisdom of Sustainability is a book by Thai activist and Buddhist scholar Sulak Sivaraksa that explores socially engaged Buddhism, environmental responsibility, and alternative development grounded in ethical and spiritual values.
- 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: "A Citizen’s Guide to Ecology" Triple: [Lawrence B. Slobodkin, notableWork, "A Citizen’s Guide to Ecology"]
Generated description
"A Citizen’s Guide to Ecology" is an accessible, non-technical book by ecologist Lawrence B. Slobodkin that introduces lay readers to key ecological principles and their relevance to everyday environmental issues.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: "A Citizen’s Guide to Ecology" Target entity description: "A Citizen’s Guide to Ecology" is an accessible, non-technical book by ecologist Lawrence B. Slobodkin that introduces lay readers to key ecological principles and their relevance to everyday environmental issues.
-
A.
The Fight for Conservation
The Fight for Conservation is a seminal early 20th-century book advocating scientific forest management and the sustainable use of natural resources in the United States.
-
B.
The human roots of the ecological crisis
"The human roots of the ecological crisis" is a key chapter in Pope Francis’ encyclical Laudato si’ that analyzes how modern technological, economic, and cultural patterns of human behavior have led to environmental degradation and social injustice.
-
C.
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.
-
D.
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.
-
E.
The Wisdom of Sustainability
The Wisdom of Sustainability is a book by Thai activist and Buddhist scholar Sulak Sivaraksa that explores socially engaged Buddhism, environmental responsibility, and alternative development grounded in ethical and spiritual values.
- 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_69bd4442ade0819087b9461f892b206b |
completed | March 20, 2026, 12:57 p.m. |
| NER | Named-entity recognition | batch_69bd780341ac8190b7403811d340c74f |
completed | March 20, 2026, 4:38 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69bec4b401a481909abf6660401c47dc |
completed | March 21, 2026, 4:17 p.m. |
| NEDg | Description generation | batch_69bec6ff39a08190adb303fa2a6b5193 |
completed | March 21, 2026, 4:27 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69bec808062c8190b2c0ee234477af95 |
completed | March 21, 2026, 4:32 p.m. |
Created at: March 20, 2026, 1:42 p.m.