Triple

T803474

Position	Surface form	Disambiguated ID	Type / Status
Subject	Title 31 of the United States Code	`E17178`	entity
Predicate	contains	`P35`	FINISHED
Object	Subtitle V – General Assistance Administration Subtitle V – General Assistance Administration is a portion of Title 31 of the United States Code that sets out federal laws governing the administration and oversight of general financial and assistance-related activities of the U.S. government.	`E95115`	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: Subtitle V – General Assistance Administration | Statement: [Title 31 of the United States Code, contains, Subtitle V – General Assistance Administration]

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

Target entity: Subtitle V – General Assistance Administration
Context triple: [Title 31 of the United States Code, contains, Subtitle V – General Assistance Administration]

A. Temporary Assistance for Needy Families
Temporary Assistance for Needy Families is a U.S. federal assistance program that provides time-limited cash aid and work support services to low-income families with children.
B. Office of Assistance Coordination
The Office of Assistance Coordination is a U.S. State Department office that oversees and coordinates foreign assistance programs and resources for countries in the Near Eastern region.
C. CHED
CHED is the commonly used abbreviation for the Division of Chemical Education, a professional organization focused on advancing the teaching and learning of chemistry.
D. Bureau of Substance Addiction Services
The Bureau of Substance Addiction Services is a Massachusetts state agency division responsible for overseeing and coordinating prevention, treatment, and recovery services for substance use disorders.
E. Aid to Dependent Children
Aid to Dependent Children was a New Deal-era federal assistance program that provided cash support to low-income families with children, particularly single-mother households, in the United States.
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: Subtitle V – General Assistance Administration
Triple: [Title 31 of the United States Code, contains, Subtitle V – General Assistance Administration]

Generated description

Subtitle V – General Assistance Administration is a portion of Title 31 of the United States Code that sets out federal laws governing the administration and oversight of general financial and assistance-related activities of the U.S. government.

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

Target entity: Subtitle V – General Assistance Administration
Target entity description: Subtitle V – General Assistance Administration is a portion of Title 31 of the United States Code that sets out federal laws governing the administration and oversight of general financial and assistance-related activities of the U.S. government.

A. Temporary Assistance for Needy Families
Temporary Assistance for Needy Families is a U.S. federal assistance program that provides time-limited cash aid and work support services to low-income families with children.
B. Office of Assistance Coordination
The Office of Assistance Coordination is a U.S. State Department office that oversees and coordinates foreign assistance programs and resources for countries in the Near Eastern region.
C. CHED
CHED is the commonly used abbreviation for the Division of Chemical Education, a professional organization focused on advancing the teaching and learning of chemistry.
D. Bureau of Substance Addiction Services
The Bureau of Substance Addiction Services is a Massachusetts state agency division responsible for overseeing and coordinating prevention, treatment, and recovery services for substance use disorders.
E. Aid to Dependent Children
Aid to Dependent Children was a New Deal-era federal assistance program that provided cash support to low-income families with children, particularly single-mother households, in the United States.
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_69a49378b9c48190adbf5f62e5b7aca1`	completed	March 1, 2026, 7:28 p.m.
NER	Named-entity recognition	`batch_69a4aabd9fc081908ccadd8e8769de2d`	completed	March 1, 2026, 9:08 p.m.
NED1	Entity disambiguation (via context triple)	`batch_69a68926c04081908923a7d114d1842d`	completed	March 3, 2026, 7:09 a.m.
NEDg	Description generation	`batch_69a693cf5f348190868cdf3539274aeb`	completed	March 3, 2026, 7:54 a.m.
NED2	Entity disambiguation (via description)	`batch_69a6d5bc74008190b94ef7ea63f39671`	completed	March 3, 2026, 12:36 p.m.

Created at: March 1, 2026, 7:38 p.m.