Triple

T22061180
Position Surface form Disambiguated ID Type / Status
Subject FAIR Act of 1996 E545155 entity
Predicate alsoKnownAs P39 FINISHED
Object Freedom to Farm Act
The Freedom to Farm Act is a 1996 U.S. federal law that significantly overhauled agricultural policy by phasing out many traditional farm subsidies and giving farmers greater planting flexibility.
 E1516249 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: Freedom to Farm Act | Statement: [FAIR Act of 1996, alsoKnownAs, Freedom to Farm Act]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Freedom to Farm Act
Context triple: [FAIR Act of 1996, alsoKnownAs, Freedom to Farm Act]
  • A. Agricultural Act of 2014
    The Agricultural Act of 2014 is a comprehensive U.S. farm bill that reformed agricultural subsidies, conservation programs, and nutrition assistance policies for several years.
  • B. United States farm bill
    The United States farm bill is a comprehensive, multi-year federal law that governs agricultural policy, nutrition assistance programs like SNAP, conservation efforts, and rural development across the country.
  • C. Farm Security and Rural Investment Act of 2002
    The Farm Security and Rural Investment Act of 2002 is a comprehensive U.S. farm bill that reauthorized and expanded federal agricultural, conservation, nutrition, and rural development programs.
  • D. Food, Agriculture, Conservation, and Trade Act of 1990
    The Food, Agriculture, Conservation, and Trade Act of 1990 is a comprehensive U.S. farm bill that reauthorized and revised federal agricultural, conservation, trade, and food assistance programs for the 1990s.
  • E. Agriculture Improvement Act of 2018
    The Agriculture Improvement Act of 2018 is a comprehensive U.S. farm bill that reauthorized and updated federal agriculture, conservation, and nutrition assistance programs, including SNAP, for several years.
  • 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: Freedom to Farm Act
Triple: [FAIR Act of 1996, alsoKnownAs, Freedom to Farm Act]
Generated description
The Freedom to Farm Act is a 1996 U.S. federal law that significantly overhauled agricultural policy by phasing out many traditional farm subsidies and giving farmers greater planting flexibility.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Freedom to Farm Act
Target entity description: The Freedom to Farm Act is a 1996 U.S. federal law that significantly overhauled agricultural policy by phasing out many traditional farm subsidies and giving farmers greater planting flexibility.
  • A. Agricultural Act of 2014
    The Agricultural Act of 2014 is a comprehensive U.S. farm bill that reformed agricultural subsidies, conservation programs, and nutrition assistance policies for several years.
  • B. United States farm bill
    The United States farm bill is a comprehensive, multi-year federal law that governs agricultural policy, nutrition assistance programs like SNAP, conservation efforts, and rural development across the country.
  • C. Farm Security and Rural Investment Act of 2002
    The Farm Security and Rural Investment Act of 2002 is a comprehensive U.S. farm bill that reauthorized and expanded federal agricultural, conservation, nutrition, and rural development programs.
  • D. Food, Agriculture, Conservation, and Trade Act of 1990
    The Food, Agriculture, Conservation, and Trade Act of 1990 is a comprehensive U.S. farm bill that reauthorized and revised federal agricultural, conservation, trade, and food assistance programs for the 1990s.
  • E. Agriculture Improvement Act of 2018
    The Agriculture Improvement Act of 2018 is a comprehensive U.S. farm bill that reauthorized and updated federal agriculture, conservation, and nutrition assistance programs, including SNAP, for several years.
  • 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_69e11e3377c48190890c17407b9527d6 completed April 16, 2026, 5:36 p.m.
NER Named-entity recognition batch_69f1285d5e508190b3124a70fe55b32e completed April 28, 2026, 9:36 p.m.
NED1 Entity disambiguation (via context triple) batch_6a0a80ab1d248190b1dc9d10e7a3d4da completed May 18, 2026, 2:59 a.m.
NEDg Description generation batch_6a0a81565a748190941d433f88f0bcdc completed May 18, 2026, 3:02 a.m.
NED2 Entity disambiguation (via description) batch_6a0a821dfb0881908586c38e7f9cd8fa completed May 18, 2026, 3:06 a.m.
Created at: April 16, 2026, 8:27 p.m.