Triple

T20750133
Position Surface form Disambiguated ID Type / Status
Subject Farm Security and Rural Investment Act of 2002 E510692 entity
Predicate expandsProgram P51678 FINISHED
Object Farmland Protection Program
The Farmland Protection Program is a U.S. federal initiative that provides funding and support to help preserve agricultural land by preventing its conversion to non-farm uses.
E1449232 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: Farmland Protection Program | Statement: [Farm Security and Rural Investment Act of 2002, expandsProgram, Farmland Protection Program]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Farmland Protection Program
Context triple: [Farm Security and Rural Investment Act of 2002, expandsProgram, Farmland Protection Program]
  • 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. Conservation Reserve Program
    The Conservation Reserve Program is a U.S. federal land conservation initiative that pays farmers and landowners to remove environmentally sensitive land from agricultural production and restore it with conservation practices.
  • C. Conservation Stewardship Program
    The Conservation Stewardship Program is a U.S. Department of Agriculture initiative that provides financial and technical assistance to farmers and landowners to enhance and maintain conservation practices on working agricultural and forest lands.
  • D. 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.
  • E. 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.
  • 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: Farmland Protection Program
Triple: [Farm Security and Rural Investment Act of 2002, expandsProgram, Farmland Protection Program]
Generated description
The Farmland Protection Program is a U.S. federal initiative that provides funding and support to help preserve agricultural land by preventing its conversion to non-farm uses.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Farmland Protection Program
Target entity description: The Farmland Protection Program is a U.S. federal initiative that provides funding and support to help preserve agricultural land by preventing its conversion to non-farm uses.
  • 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. Conservation Reserve Program
    The Conservation Reserve Program is a U.S. federal land conservation initiative that pays farmers and landowners to remove environmentally sensitive land from agricultural production and restore it with conservation practices.
  • C. Conservation Stewardship Program
    The Conservation Stewardship Program is a U.S. Department of Agriculture initiative that provides financial and technical assistance to farmers and landowners to enhance and maintain conservation practices on working agricultural and forest lands.
  • D. 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.
  • E. 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.
  • 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_69e0b4c845e88190b4c5f3ae79291182 completed April 16, 2026, 10:07 a.m.
NER Named-entity recognition batch_69e6c229913081908eadf716195071de completed April 21, 2026, 12:17 a.m.
NED1 Entity disambiguation (via context triple) batch_6a08e84489c481908fa6ecbd9bae07d1 completed May 16, 2026, 9:57 p.m.
NEDg Description generation batch_6a08e974acc08190b6d306e2d6385dd8 completed May 16, 2026, 10:02 p.m.
NED2 Entity disambiguation (via description) batch_6a08ead93acc81908f81b70cf9ce0683 completed May 16, 2026, 10:08 p.m.
Created at: April 16, 2026, 12:34 p.m.