Triple

T2035356
Position Surface form Disambiguated ID Type / Status
Subject Nicholas School of the Environment E44612 entity
Predicate offersCertificate P178 FINISHED
Object Community-Based Environmental Management
Community-Based Environmental Management is an academic certificate program focused on engaging local communities in the planning, decision-making, and implementation of sustainable environmental practices and policies.
E227910 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: Community-Based Environmental Management | Statement: [Nicholas School of the Environment, offersCertificate, Community-Based Environmental Management]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Community-Based Environmental Management
Context triple: [Nicholas School of the Environment, offersCertificate, Community-Based Environmental Management]
  • 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. Public Entrepreneurship: A Case Study in Ground Water Basin Management
    "Public Entrepreneurship: A Case Study in Ground Water Basin Management" is Elinor Ostrom’s doctoral dissertation analyzing how local institutions and collective action can effectively govern and manage shared groundwater resources.
  • C. National Programs in Natural Resources and Sustainable Agricultural Systems
    National Programs in Natural Resources and Sustainable Agricultural Systems is a U.S. Agricultural Research Service research portfolio focused on conserving natural resources and advancing sustainable agricultural production systems.
  • D. Division of Environmental Stewardship
    The Division of Environmental Stewardship is a unit within New York State’s park system responsible for protecting natural resources and promoting sustainable management of state parks and historic sites.
  • E. Environmental Stewardship
    Environmental Stewardship was an agri-environment scheme in England that paid farmers and land managers to enhance biodiversity, protect natural resources, and improve the rural landscape through environmentally beneficial land management practices.
  • 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: Community-Based Environmental Management
Triple: [Nicholas School of the Environment, offersCertificate, Community-Based Environmental Management]
Generated description
Community-Based Environmental Management is an academic certificate program focused on engaging local communities in the planning, decision-making, and implementation of sustainable environmental practices and policies.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Community-Based Environmental Management
Target entity description: Community-Based Environmental Management is an academic certificate program focused on engaging local communities in the planning, decision-making, and implementation of sustainable environmental practices and policies.
  • 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. Public Entrepreneurship: A Case Study in Ground Water Basin Management
    "Public Entrepreneurship: A Case Study in Ground Water Basin Management" is Elinor Ostrom’s doctoral dissertation analyzing how local institutions and collective action can effectively govern and manage shared groundwater resources.
  • C. National Programs in Natural Resources and Sustainable Agricultural Systems
    National Programs in Natural Resources and Sustainable Agricultural Systems is a U.S. Agricultural Research Service research portfolio focused on conserving natural resources and advancing sustainable agricultural production systems.
  • D. Division of Environmental Stewardship
    The Division of Environmental Stewardship is a unit within New York State’s park system responsible for protecting natural resources and promoting sustainable management of state parks and historic sites.
  • E. Environmental Stewardship
    Environmental Stewardship was an agri-environment scheme in England that paid farmers and land managers to enhance biodiversity, protect natural resources, and improve the rural landscape through environmentally beneficial land management practices.
  • 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_69a889159ec481908f9e4472d9f480c7 completed March 4, 2026, 7:33 p.m.
NER Named-entity recognition batch_69abb934ff948190acd88d4f587463a4 completed March 7, 2026, 5:35 a.m.
NED1 Entity disambiguation (via context triple) batch_69ae1ff03d3c8190adef0224aac989bd completed March 9, 2026, 1:18 a.m.
NEDg Description generation batch_69ae20946a288190a3bd2a19e3608e86 completed March 9, 2026, 1:21 a.m.
NED2 Entity disambiguation (via description) batch_69ae2109d17c819094a298a822064052 completed March 9, 2026, 1:23 a.m.
Created at: March 4, 2026, 7:39 p.m.