Triple

T5324231

Position	Surface form	Disambiguated ID	Type / Status
Subject	FDPIR	`E121747`	entity
Predicate	provides	`P490`	FINISHED
Object	USDA commodity foods USDA commodity foods are federally purchased agricultural products distributed to support nutrition assistance programs and food security among low-income and tribal communities.	`E512073`	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: USDA commodity foods | Statement: [FDPIR, provides, USDA commodity foods]

NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07

Target entity: USDA commodity foods
Context triple: [FDPIR, provides, USDA commodity foods]

A. Commodity Supplemental Food Program
The Commodity Supplemental Food Program is a U.S. Department of Agriculture nutrition assistance program that provides monthly packages of nutritious USDA foods to low-income older adults.
B. usda.gov
usda.gov is the official website of the United States Department of Agriculture, providing information, services, data, and resources related to farming, food, nutrition, rural development, and agricultural policy.
C. Food and Nutrition Information Center
The Food and Nutrition Information Center is a U.S. government resource that provides science-based information and educational materials on food, nutrition, and dietary guidance to professionals and the public.
D. Food and Nutrition Service
The Food and Nutrition Service is a U.S. federal agency that administers national food assistance and nutrition programs such as SNAP and school meals to improve food security and dietary health.
E. United States Department of Agriculture
The United States Department of Agriculture is a federal executive department responsible for developing and executing national policies on farming, forestry, rural economic development, and food safety.
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: USDA commodity foods
Triple: [FDPIR, provides, USDA commodity foods]

Generated description

USDA commodity foods are federally purchased agricultural products distributed to support nutrition assistance programs and food security among low-income and tribal communities.

NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07

Target entity: USDA commodity foods
Target entity description: USDA commodity foods are federally purchased agricultural products distributed to support nutrition assistance programs and food security among low-income and tribal communities.

A. Commodity Supplemental Food Program
The Commodity Supplemental Food Program is a U.S. Department of Agriculture nutrition assistance program that provides monthly packages of nutritious USDA foods to low-income older adults.
B. usda.gov
usda.gov is the official website of the United States Department of Agriculture, providing information, services, data, and resources related to farming, food, nutrition, rural development, and agricultural policy.
C. Food and Nutrition Information Center
The Food and Nutrition Information Center is a U.S. government resource that provides science-based information and educational materials on food, nutrition, and dietary guidance to professionals and the public.
D. Food and Nutrition Service
The Food and Nutrition Service is a U.S. federal agency that administers national food assistance and nutrition programs such as SNAP and school meals to improve food security and dietary health.
E. United States Department of Agriculture
The United States Department of Agriculture is a federal executive department responsible for developing and executing national policies on farming, forestry, rural economic development, and food safety.
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_69bd463d956c819088105c3db802c017`	completed	March 20, 2026, 1:06 p.m.
NER	Named-entity recognition	`batch_69bd8579b3e88190a1d21d4b74169617`	completed	March 20, 2026, 5:35 p.m.
NED1	Entity disambiguation (via context triple)	`batch_69bf18a836988190b7baf3c24fea6f03`	completed	March 21, 2026, 10:16 p.m.
NEDg	Description generation	`batch_69bf19c8273081908a5138e9af921ec7`	completed	March 21, 2026, 10:20 p.m.
NED2	Entity disambiguation (via description)	`batch_69bf1a3049648190b5040e587671610a`	completed	March 21, 2026, 10:22 p.m.

Created at: March 20, 2026, 1:59 p.m.