Triple

T510732
Position Surface form Disambiguated ID Type / Status
Subject United States Geological Survey E10600 entity
Predicate hasMotto P42 FINISHED
Object Science for a changing world
"Science for a changing world" is the official motto of the United States Geological Survey, reflecting its mission to provide scientific information about Earth’s natural resources, hazards, and environment in a rapidly evolving world.
E63671 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: Science for a changing world | Statement: [United States Geological Survey, hasMotto, Science for a changing world]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Science for a changing world
Context triple: [United States Geological Survey, hasMotto, Science for a changing world]
  • 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. Center for Global Change Science
    The Center for Global Change Science is an MIT research center that advances understanding of the Earth’s climate system and global environmental change through interdisciplinary science and modeling.
  • C. Science and Human Behavior
    Science and Human Behavior is a foundational book by B. F. Skinner that systematically presents the principles of behaviorism and their application to understanding and predicting human actions.
  • D. Frontiers of Knowledge
    Frontiers of Knowledge is a concept emphasizing the advancement and expansion of human understanding across scientific, technological, and cultural domains.
  • E. 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.
  • 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: Science for a changing world
Triple: [United States Geological Survey, hasMotto, Science for a changing world]
Generated description
"Science for a changing world" is the official motto of the United States Geological Survey, reflecting its mission to provide scientific information about Earth’s natural resources, hazards, and environment in a rapidly evolving world.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Science for a changing world
Target entity description: "Science for a changing world" is the official motto of the United States Geological Survey, reflecting its mission to provide scientific information about Earth’s natural resources, hazards, and environment in a rapidly evolving world.
  • 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. Center for Global Change Science
    The Center for Global Change Science is an MIT research center that advances understanding of the Earth’s climate system and global environmental change through interdisciplinary science and modeling.
  • C. Science and Human Behavior
    Science and Human Behavior is a foundational book by B. F. Skinner that systematically presents the principles of behaviorism and their application to understanding and predicting human actions.
  • D. Frontiers of Knowledge
    Frontiers of Knowledge is a concept emphasizing the advancement and expansion of human understanding across scientific, technological, and cultural domains.
  • E. 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.
  • 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_69a2e84a0d08819087e01863fcd9abf1 completed Feb. 28, 2026, 1:06 p.m.
NER Named-entity recognition batch_69a2f165b91c81908c2d2ba15c64b956 completed Feb. 28, 2026, 1:45 p.m.
NED1 Entity disambiguation (via context triple) batch_69a49ebcf4408190bbbff6e86f42034f completed March 1, 2026, 8:17 p.m.
NEDg Description generation batch_69a49f2f2b4c8190b35eb623a28187e6 completed March 1, 2026, 8:18 p.m.
NED2 Entity disambiguation (via description) batch_69a49fcd6d448190a40af17c0a113aed completed March 1, 2026, 8:21 p.m.
Created at: Feb. 28, 2026, 1:12 p.m.