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.