Triple

T1076066
Position Surface form Disambiguated ID Type / Status
Subject United States federal farm programs E23841 entity
Predicate legalBasis P125 FINISHED
Object Federal Agriculture Improvement and Reform Act of 1996
The Federal Agriculture Improvement and Reform Act of 1996 is a major U.S. farm bill that overhauled agricultural policy by phasing out traditional price supports and introducing more market-oriented, decoupled income support payments to farmers.
E127316 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: Federal Agriculture Improvement and Reform Act of 1996 | Statement: [United States federal farm programs, legalBasis, Federal Agriculture Improvement and Reform Act of 1996]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Federal Agriculture Improvement and Reform Act of 1996
Context triple: [United States federal farm programs, legalBasis, Federal Agriculture Improvement and Reform Act of 1996]
  • A. Food and Agriculture Act of 1977
    The Food and Agriculture Act of 1977 is a major U.S. farm bill that reformed federal agricultural policy, including commodity price supports, food assistance programs, and rural development initiatives.
  • B. Food Security Act of 1985
    The Food Security Act of 1985 is a major U.S. farm bill that overhauled agricultural commodity, conservation, and food assistance policies to stabilize farm incomes while promoting environmental stewardship.
  • C. Food and Agriculture Act of 1962
    The Food and Agriculture Act of 1962 was a U.S. federal law that revised and extended agricultural price support and farm subsidy programs as part of mid-20th-century farm policy.
  • D. 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.
  • E. 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.
  • 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: Federal Agriculture Improvement and Reform Act of 1996
Triple: [United States federal farm programs, legalBasis, Federal Agriculture Improvement and Reform Act of 1996]
Generated description
The Federal Agriculture Improvement and Reform Act of 1996 is a major U.S. farm bill that overhauled agricultural policy by phasing out traditional price supports and introducing more market-oriented, decoupled income support payments to farmers.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Federal Agriculture Improvement and Reform Act of 1996
Target entity description: The Federal Agriculture Improvement and Reform Act of 1996 is a major U.S. farm bill that overhauled agricultural policy by phasing out traditional price supports and introducing more market-oriented, decoupled income support payments to farmers.
  • A. Food and Agriculture Act of 1977
    The Food and Agriculture Act of 1977 is a major U.S. farm bill that reformed federal agricultural policy, including commodity price supports, food assistance programs, and rural development initiatives.
  • B. Food Security Act of 1985
    The Food Security Act of 1985 is a major U.S. farm bill that overhauled agricultural commodity, conservation, and food assistance policies to stabilize farm incomes while promoting environmental stewardship.
  • C. Food and Agriculture Act of 1962
    The Food and Agriculture Act of 1962 was a U.S. federal law that revised and extended agricultural price support and farm subsidy programs as part of mid-20th-century farm policy.
  • D. 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.
  • E. 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.
  • 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_69a493f1ddf48190a99d54b00e99f8ce completed March 1, 2026, 7:30 p.m.
NER Named-entity recognition batch_69a4b940d4848190930e73597afd1fcf completed March 1, 2026, 10:10 p.m.
NED1 Entity disambiguation (via context triple) batch_69ac4c2247888190a7ab75b447b4773f completed March 7, 2026, 4:02 p.m.
NEDg Description generation batch_69ac4d8f37f48190ad8a762a6ee9e5e8 completed March 7, 2026, 4:08 p.m.
NED2 Entity disambiguation (via description) batch_69ac4dea94e0819094d05e0b2c97b03e completed March 7, 2026, 4:10 p.m.
Created at: March 1, 2026, 7:42 p.m.