Triple

T11259467

Position	Surface form	Disambiguated ID	Type / Status
Subject	Thrifty Food Plan	`E266523`	entity
Predicate	hasRelatedPlan	`P98771`	FINISHED
Object	Liberal Food Plan The Liberal Food Plan is a U.S. Department of Agriculture market basket that estimates the cost of a more generous, higher-cost but nutritionally adequate diet compared with more restrictive food plans.	`E914738`	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: Liberal Food Plan | Statement: [Thrifty Food Plan, hasRelatedPlan, Liberal Food Plan]

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

Target entity: Liberal Food Plan
Context triple: [Thrifty Food Plan, hasRelatedPlan, Liberal Food Plan]

A. Thrifty Food Plan
The Thrifty Food Plan is a U.S. Department of Agriculture market basket that estimates the cost of a minimal, nutritionally adequate diet and is used to set federal food assistance benefit levels.
B. Liberal Initiative
Liberal Initiative is a Portuguese classical liberal political party known for advocating free-market economics, individual liberties, and a smaller role for the state.
C. Food for Progress
Food for Progress is a U.S. Department of Agriculture program that supports agricultural development and trade in developing countries by providing commodities and financial assistance.
D. Liberal
Liberal is a small city in Barton County, Missouri, known historically for its origins as a 19th-century freethought and secularist community.
E. Food for Life program
The Food for Life program is a global humanitarian initiative of the International Society for Krishna Consciousness that provides free vegetarian meals to those in need.
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: Liberal Food Plan
Triple: [Thrifty Food Plan, hasRelatedPlan, Liberal Food Plan]

Generated description

The Liberal Food Plan is a U.S. Department of Agriculture market basket that estimates the cost of a more generous, higher-cost but nutritionally adequate diet compared with more restrictive food plans.

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

Target entity: Liberal Food Plan
Target entity description: The Liberal Food Plan is a U.S. Department of Agriculture market basket that estimates the cost of a more generous, higher-cost but nutritionally adequate diet compared with more restrictive food plans.

A. Thrifty Food Plan
The Thrifty Food Plan is a U.S. Department of Agriculture market basket that estimates the cost of a minimal, nutritionally adequate diet and is used to set federal food assistance benefit levels.
B. Liberal Initiative
Liberal Initiative is a Portuguese classical liberal political party known for advocating free-market economics, individual liberties, and a smaller role for the state.
C. Food for Progress
Food for Progress is a U.S. Department of Agriculture program that supports agricultural development and trade in developing countries by providing commodities and financial assistance.
D. Liberal
Liberal is a small city in Barton County, Missouri, known historically for its origins as a 19th-century freethought and secularist community.
E. Food for Life program
The Food for Life program is a global humanitarian initiative of the International Society for Krishna Consciousness that provides free vegetarian meals to those in need.
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_69d6aac7953c8190b82caf9d7640fdf9`	completed	April 8, 2026, 7:21 p.m.
NER	Named-entity recognition	`batch_69d7e936cb048190b4d6fb2851ef8932`	completed	April 9, 2026, 6 p.m.
NED1	Entity disambiguation (via context triple)	`batch_69e4ccada158819080e49833e09f84a0`	completed	April 19, 2026, 12:38 p.m.
NEDg	Description generation	`batch_69e4d9ec9964819084bd7118e49c41a2`	completed	April 19, 2026, 1:34 p.m.
NED2	Entity disambiguation (via description)	`batch_69e4ddab4ef48190ab7f371da765c6c0`	completed	April 19, 2026, 1:50 p.m.

Created at: April 8, 2026, 9:31 p.m.