Triple

T4368941
Position Surface form Disambiguated ID Type / Status
Subject Texas A&M AgriLife Extension Service E98845 entity
Predicate program P804 FINISHED
Object Master Naturalist program
The Master Naturalist program is a volunteer training and certification initiative that educates participants in local ecology and conservation so they can support natural resource management and environmental education in their communities.
E432564 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: Master Naturalist program | Statement: [Texas A&M AgriLife Extension Service, program, Master Naturalist program]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Master Naturalist program
Context triple: [Texas A&M AgriLife Extension Service, program, Master Naturalist program]
  • A. California Naturalist Program
    The California Naturalist Program is an educational certification initiative that trains community members to understand, steward, and interpret California’s natural resources and ecosystems.
  • B. UC California Naturalist and Climate Stewards programs
    The UC California Naturalist and Climate Stewards programs are University of California community education initiatives that train volunteers and community members in natural resource stewardship, environmental science, and climate resilience to support conservation and climate action across the state.
  • C. Junior Ranger Program
    The Junior Ranger Program is an educational initiative that engages children and families in learning about and helping to protect U.S. national parks through activities, exploration, and stewardship.
  • D. Environment and Natural Resources Program
    The Environment and Natural Resources Program is a research and policy initiative focused on addressing global environmental challenges and natural resource management within the context of international affairs and security.
  • E. 4-H Youth Development Program
    The 4-H Youth Development Program is a nationwide educational initiative that empowers young people through hands-on projects in areas like agriculture, science, leadership, and citizenship.
  • 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: Master Naturalist program
Triple: [Texas A&M AgriLife Extension Service, program, Master Naturalist program]
Generated description
The Master Naturalist program is a volunteer training and certification initiative that educates participants in local ecology and conservation so they can support natural resource management and environmental education in their communities.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Master Naturalist program
Target entity description: The Master Naturalist program is a volunteer training and certification initiative that educates participants in local ecology and conservation so they can support natural resource management and environmental education in their communities.
  • A. California Naturalist Program
    The California Naturalist Program is an educational certification initiative that trains community members to understand, steward, and interpret California’s natural resources and ecosystems.
  • B. UC California Naturalist and Climate Stewards programs
    The UC California Naturalist and Climate Stewards programs are University of California community education initiatives that train volunteers and community members in natural resource stewardship, environmental science, and climate resilience to support conservation and climate action across the state.
  • C. Junior Ranger Program
    The Junior Ranger Program is an educational initiative that engages children and families in learning about and helping to protect U.S. national parks through activities, exploration, and stewardship.
  • D. Environment and Natural Resources Program
    The Environment and Natural Resources Program is a research and policy initiative focused on addressing global environmental challenges and natural resource management within the context of international affairs and security.
  • E. 4-H Youth Development Program
    The 4-H Youth Development Program is a nationwide educational initiative that empowers young people through hands-on projects in areas like agriculture, science, leadership, and citizenship.
  • 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_69b3454db3708190aeafd814413c4c3d completed March 12, 2026, 10:59 p.m.
NER Named-entity recognition batch_69b352034d3881909ed4b2f9eef5e823 completed March 12, 2026, 11:53 p.m.
NED1 Entity disambiguation (via context triple) batch_69b5dbd1646c8190b7db5d9a9445633c completed March 14, 2026, 10:06 p.m.
NEDg Description generation batch_69b5dc587b108190a8e3da0fde98a7ce completed March 14, 2026, 10:08 p.m.
NED2 Entity disambiguation (via description) batch_69b5dcbf4d5081908d24bce8e2769124 completed March 14, 2026, 10:10 p.m.
Created at: March 12, 2026, 11:17 p.m.