Triple

T6090982
Position Surface form Disambiguated ID Type / Status
Subject Weiss/Manfredi E135761 entity
Predicate hasPublication P80 FINISHED
Object Public Natures: Evolutionary Infrastructures
Public Natures: Evolutionary Infrastructures is an architectural monograph by Weiss/Manfredi that explores the integration of landscape, infrastructure, and urban design through their interdisciplinary projects.
E569779 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: Public Natures: Evolutionary Infrastructures | Statement: [Weiss/Manfredi, hasPublication, Public Natures: Evolutionary Infrastructures]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Public Natures: Evolutionary Infrastructures
Context triple: [Weiss/Manfredi, hasPublication, Public Natures: Evolutionary Infrastructures]
  • A. Dazzle Gradually: Reflections on the Nature of Nature
    Dazzle Gradually: Reflections on the Nature of Nature is a collection of essays exploring science, philosophy, and the complexity of life, co-written by Dorion Sagan and his mother, biologist Lynn Margulis.
  • B. 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.
  • C. Searching for Order in the Complexity of Evolving Worlds
    "Searching for Order in the Complexity of Evolving Worlds" is the guiding motto of the Santa Fe Institute, reflecting its focus on understanding complex adaptive systems across disciplines.
  • D. The Ecological Theater and the Evolutionary Play
    The Ecological Theater and the Evolutionary Play is a seminal 1965 book by ecologist G. Evelyn Hutchinson that conceptualizes evolution as a drama unfolding within the constraints and context of ecological environments.
  • E. The Structure of Evolutionary Theory
    The Structure of Evolutionary Theory is a comprehensive 2002 book by paleontologist Stephen Jay Gould that synthesizes and expands modern evolutionary theory, emphasizing concepts such as punctuated equilibrium and hierarchical selection.
  • 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: Public Natures: Evolutionary Infrastructures
Triple: [Weiss/Manfredi, hasPublication, Public Natures: Evolutionary Infrastructures]
Generated description
Public Natures: Evolutionary Infrastructures is an architectural monograph by Weiss/Manfredi that explores the integration of landscape, infrastructure, and urban design through their interdisciplinary projects.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Public Natures: Evolutionary Infrastructures
Target entity description: Public Natures: Evolutionary Infrastructures is an architectural monograph by Weiss/Manfredi that explores the integration of landscape, infrastructure, and urban design through their interdisciplinary projects.
  • A. Dazzle Gradually: Reflections on the Nature of Nature
    Dazzle Gradually: Reflections on the Nature of Nature is a collection of essays exploring science, philosophy, and the complexity of life, co-written by Dorion Sagan and his mother, biologist Lynn Margulis.
  • B. 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.
  • C. Searching for Order in the Complexity of Evolving Worlds
    "Searching for Order in the Complexity of Evolving Worlds" is the guiding motto of the Santa Fe Institute, reflecting its focus on understanding complex adaptive systems across disciplines.
  • D. The Ecological Theater and the Evolutionary Play
    The Ecological Theater and the Evolutionary Play is a seminal 1965 book by ecologist G. Evelyn Hutchinson that conceptualizes evolution as a drama unfolding within the constraints and context of ecological environments.
  • E. The Structure of Evolutionary Theory
    The Structure of Evolutionary Theory is a comprehensive 2002 book by paleontologist Stephen Jay Gould that synthesizes and expands modern evolutionary theory, emphasizing concepts such as punctuated equilibrium and hierarchical selection.
  • 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_69c0087bcc788190b20f093d3a6c60ec completed March 22, 2026, 3:19 p.m.
NER Named-entity recognition batch_69c057aa192081908619d3518d4efa7a completed March 22, 2026, 8:57 p.m.
NED1 Entity disambiguation (via context triple) batch_69c12531d764819083e1bb37d8c81a6c completed March 23, 2026, 11:34 a.m.
NEDg Description generation batch_69c12964de988190a9673abe4140980e completed March 23, 2026, 11:52 a.m.
NED2 Entity disambiguation (via description) batch_69c129d7cd348190963e1a266d5e88ae completed March 23, 2026, 11:53 a.m.
Created at: March 22, 2026, 4:12 p.m.