Triple

T13350282
Position Surface form Disambiguated ID Type / Status
Subject Billions and Billions E318050 entity
Predicate hasPart P35 FINISHED
Object “The Environment: Where Does Prudence Lie?”
“The Environment: Where Does Prudence Lie?” is an essay by Carl Sagan that explores the ethical and practical responsibilities of humanity in protecting Earth’s environment.
E1034697 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: “The Environment: Where Does Prudence Lie?” | Statement: [Billions and Billions, hasPart, “The Environment: Where Does Prudence Lie?”]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: “The Environment: Where Does Prudence Lie?”
Context triple: [Billions and Billions, hasPart, “The Environment: Where Does Prudence Lie?”]
  • A. 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.
  • B. The Challenge of the Environment
    The Challenge of the Environment was a thematic section of Expo '93 focused on global ecological issues and sustainable development.
  • C. The Politics of Environment
    "The Politics of Environment" is a book by British author and politician Stanley Johnson that examines environmental issues and policy-making from a political and governmental perspective.
  • D. Cultural Environmentalism and Beyond
    "Cultural Environmentalism and Beyond" is a scholarly work by legal theorist James Boyle that explores the protection of the public domain and cultural commons in the face of expanding intellectual property rights.
  • 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: “The Environment: Where Does Prudence Lie?”
Triple: [Billions and Billions, hasPart, “The Environment: Where Does Prudence Lie?”]
Generated description
“The Environment: Where Does Prudence Lie?” is an essay by Carl Sagan that explores the ethical and practical responsibilities of humanity in protecting Earth’s environment.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: “The Environment: Where Does Prudence Lie?”
Target entity description: “The Environment: Where Does Prudence Lie?” is an essay by Carl Sagan that explores the ethical and practical responsibilities of humanity in protecting Earth’s environment.
  • A. 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.
  • B. The Challenge of the Environment
    The Challenge of the Environment was a thematic section of Expo '93 focused on global ecological issues and sustainable development.
  • C. The Politics of Environment
    "The Politics of Environment" is a book by British author and politician Stanley Johnson that examines environmental issues and policy-making from a political and governmental perspective.
  • D. Cultural Environmentalism and Beyond
    "Cultural Environmentalism and Beyond" is a scholarly work by legal theorist James Boyle that explores the protection of the public domain and cultural commons in the face of expanding intellectual property rights.
  • 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_69d806b5a3c08190b42c267fb092f98a completed April 9, 2026, 8:06 p.m.
NER Named-entity recognition batch_69d99e8c2f1c819094f0970f35f18afa completed April 11, 2026, 1:06 a.m.
NED1 Entity disambiguation (via context triple) batch_69f71f47fd7c8190b8d98a181acd7710 completed May 3, 2026, 10:11 a.m.
NEDg Description generation batch_69f7204b6f108190bca6a0140620e03e completed May 3, 2026, 10:15 a.m.
NED2 Entity disambiguation (via description) batch_69f720fbf0bc81908c68cf2844938e45 completed May 3, 2026, 10:18 a.m.
Created at: April 9, 2026, 9:31 p.m.