Triple

T1620564
Position Surface form Disambiguated ID Type / Status
Subject Agricultural Marketing Service E35020 entity
Predicate appliesRegulation P1129 FINISHED
Object United States Standards for Grades of Fruits and Vegetables
United States Standards for Grades of Fruits and Vegetables are federally established quality and condition criteria that classify produce into standardized grades to support fair marketing and consistent product quality.
E182373 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: United States Standards for Grades of Fruits and Vegetables | Statement: [Agricultural Marketing Service, appliesRegulation, United States Standards for Grades of Fruits and Vegetables]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: United States Standards for Grades of Fruits and Vegetables
Context triple: [Agricultural Marketing Service, appliesRegulation, United States Standards for Grades of Fruits and Vegetables]
  • A. National Programs in Nutrition, Food Safety, and Quality
    National Programs in Nutrition, Food Safety, and Quality are U.S. federal research initiatives focused on improving dietary health, ensuring the safety of the food supply, and enhancing overall food quality.
  • B. 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.
  • 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. Grain Inspection, Packers and Stockyards Administration
    The Grain Inspection, Packers and Stockyards Administration is a former USDA agency responsible for ensuring fair trading practices, accurate grain inspection and weighing, and competitive livestock and poultry markets in the United States.
  • E. National Programs in Crop Production and Protection
    National Programs in Crop Production and Protection are coordinated U.S. Agricultural Research Service initiatives that develop and apply scientific advances to improve crop yields, resilience, and protection from pests, diseases, and environmental stresses.
  • 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: United States Standards for Grades of Fruits and Vegetables
Triple: [Agricultural Marketing Service, appliesRegulation, United States Standards for Grades of Fruits and Vegetables]
Generated description
United States Standards for Grades of Fruits and Vegetables are federally established quality and condition criteria that classify produce into standardized grades to support fair marketing and consistent product quality.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: United States Standards for Grades of Fruits and Vegetables
Target entity description: United States Standards for Grades of Fruits and Vegetables are federally established quality and condition criteria that classify produce into standardized grades to support fair marketing and consistent product quality.
  • A. National Programs in Nutrition, Food Safety, and Quality
    National Programs in Nutrition, Food Safety, and Quality are U.S. federal research initiatives focused on improving dietary health, ensuring the safety of the food supply, and enhancing overall food quality.
  • B. 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.
  • 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. Grain Inspection, Packers and Stockyards Administration
    The Grain Inspection, Packers and Stockyards Administration is a former USDA agency responsible for ensuring fair trading practices, accurate grain inspection and weighing, and competitive livestock and poultry markets in the United States.
  • E. National Programs in Crop Production and Protection
    National Programs in Crop Production and Protection are coordinated U.S. Agricultural Research Service initiatives that develop and apply scientific advances to improve crop yields, resilience, and protection from pests, diseases, and environmental stresses.
  • 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_69a886023194819080a3fccd6e325d0e completed March 4, 2026, 7:20 p.m.
NER Named-entity recognition batch_69a909b0738c8190b073e0ccec5e217d completed March 5, 2026, 4:42 a.m.
NED1 Entity disambiguation (via context triple) batch_69ad51d2cbb481908bc74cecdc023547 completed March 8, 2026, 10:39 a.m.
NEDg Description generation batch_69ad5277c64481909ffe991fd4579d0d completed March 8, 2026, 10:41 a.m.
NED2 Entity disambiguation (via description) batch_69ad52f8dda48190969a31b85b1d5134 completed March 8, 2026, 10:44 a.m.
Created at: March 4, 2026, 7:28 p.m.