Triple

T14386421
Position Surface form Disambiguated ID Type / Status
Subject Massachusetts Department of Agricultural Resources E356733 entity
Predicate oversees P46 FINISHED
Object Massachusetts farmland protection programs
Massachusetts farmland protection programs are state initiatives designed to preserve agricultural land by preventing its conversion to non-farm uses and supporting the long-term viability of farming in the state.
E1097327 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: Massachusetts farmland protection programs | Statement: [Massachusetts Department of Agricultural Resources, oversees, Massachusetts farmland protection programs]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Massachusetts farmland protection programs
Context triple: [Massachusetts Department of Agricultural Resources, oversees, Massachusetts farmland protection programs]
  • A. Agricultural Conservation Easement Program
    The Agricultural Conservation Easement Program is a U.S. Department of Agriculture initiative that provides financial and technical assistance to help landowners conserve agricultural lands and wetlands through long-term or permanent easements.
  • B. United States federal farm programs
    United States federal farm programs are government initiatives that provide financial support, risk management, and regulatory frameworks to stabilize agricultural markets, support farm incomes, and ensure a reliable food supply.
  • C. Maryland soil conservation districts
    Maryland soil conservation districts are local governmental entities in Maryland that work with landowners and farmers to prevent soil erosion, protect water quality, and promote sustainable land management practices.
  • D. USDA conservation programs
    USDA conservation programs are a suite of federal initiatives that provide financial and technical assistance to landowners and producers to protect natural resources, enhance wildlife habitat, and promote sustainable agricultural land use.
  • E. 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.
  • 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: Massachusetts farmland protection programs
Triple: [Massachusetts Department of Agricultural Resources, oversees, Massachusetts farmland protection programs]
Generated description
Massachusetts farmland protection programs are state initiatives designed to preserve agricultural land by preventing its conversion to non-farm uses and supporting the long-term viability of farming in the state.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Massachusetts farmland protection programs
Target entity description: Massachusetts farmland protection programs are state initiatives designed to preserve agricultural land by preventing its conversion to non-farm uses and supporting the long-term viability of farming in the state.
  • A. Agricultural Conservation Easement Program
    The Agricultural Conservation Easement Program is a U.S. Department of Agriculture initiative that provides financial and technical assistance to help landowners conserve agricultural lands and wetlands through long-term or permanent easements.
  • B. United States federal farm programs
    United States federal farm programs are government initiatives that provide financial support, risk management, and regulatory frameworks to stabilize agricultural markets, support farm incomes, and ensure a reliable food supply.
  • C. Maryland soil conservation districts
    Maryland soil conservation districts are local governmental entities in Maryland that work with landowners and farmers to prevent soil erosion, protect water quality, and promote sustainable land management practices.
  • D. USDA conservation programs
    USDA conservation programs are a suite of federal initiatives that provide financial and technical assistance to landowners and producers to protect natural resources, enhance wildlife habitat, and promote sustainable agricultural land use.
  • E. 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.
  • 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_69d827927c988190ad98bb0360981783 completed April 9, 2026, 10:26 p.m.
NER Named-entity recognition batch_69de9025cff881908c08224d90d9f750 completed April 14, 2026, 7:06 p.m.
NED1 Entity disambiguation (via context triple) batch_69fd5513e8888190bc6b6cb33fd9b670 completed May 8, 2026, 3:14 a.m.
NEDg Description generation batch_69fd569747708190b6cae2679cf9df89 completed May 8, 2026, 3:20 a.m.
NED2 Entity disambiguation (via description) batch_69fd5702e95481909f02440dbb233902 completed May 8, 2026, 3:22 a.m.
Created at: April 10, 2026, 1:16 a.m.