Triple

T9537413

Position	Surface form	Disambiguated ID	Type / Status
Subject	Government of the City of Philadelphia	`E230052`	entity
Predicate	hasAgency	`P3933`	FINISHED
Object	Philadelphia Department of Human Services The Philadelphia Department of Human Services is the city’s child welfare and juvenile justice agency, responsible for protecting children from abuse and neglect and supporting vulnerable families in Philadelphia.	`E804903`	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: Philadelphia Department of Human Services | Statement: [Government of the City of Philadelphia, hasAgency, Philadelphia Department of Human Services]

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

Target entity: Philadelphia Department of Human Services
Context triple: [Government of the City of Philadelphia, hasAgency, Philadelphia Department of Human Services]

A. Pennsylvania Department of Human Services
The Pennsylvania Department of Human Services is the state agency responsible for administering public assistance, health and social service programs for residents of Pennsylvania.
B. Chicago Department of Family and Support Services
The Chicago Department of Family and Support Services is a city agency that delivers social services and support programs to children, seniors, families, and vulnerable residents across Chicago.
C. Philadelphia Housing Authority
The Philadelphia Housing Authority is the municipal agency responsible for developing, managing, and providing affordable public housing and related services for low-income residents in Philadelphia, Pennsylvania.
D. New York City Department of Social Services
The New York City Department of Social Services is the municipal agency responsible for administering the city’s major public assistance, social service, and income support programs for low-income and vulnerable residents.
E. Government of the City of Philadelphia
The Government of the City of Philadelphia is the municipal administration responsible for governing Philadelphia, Pennsylvania, through its executive, legislative, and related public service departments and agencies.
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: Philadelphia Department of Human Services
Triple: [Government of the City of Philadelphia, hasAgency, Philadelphia Department of Human Services]

Generated description

The Philadelphia Department of Human Services is the city’s child welfare and juvenile justice agency, responsible for protecting children from abuse and neglect and supporting vulnerable families in Philadelphia.

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

Target entity: Philadelphia Department of Human Services
Target entity description: The Philadelphia Department of Human Services is the city’s child welfare and juvenile justice agency, responsible for protecting children from abuse and neglect and supporting vulnerable families in Philadelphia.

A. Pennsylvania Department of Human Services
The Pennsylvania Department of Human Services is the state agency responsible for administering public assistance, health and social service programs for residents of Pennsylvania.
B. Chicago Department of Family and Support Services
The Chicago Department of Family and Support Services is a city agency that delivers social services and support programs to children, seniors, families, and vulnerable residents across Chicago.
C. Philadelphia Housing Authority
The Philadelphia Housing Authority is the municipal agency responsible for developing, managing, and providing affordable public housing and related services for low-income residents in Philadelphia, Pennsylvania.
D. New York City Department of Social Services
The New York City Department of Social Services is the municipal agency responsible for administering the city’s major public assistance, social service, and income support programs for low-income and vulnerable residents.
E. Government of the City of Philadelphia
The Government of the City of Philadelphia is the municipal administration responsible for governing Philadelphia, Pennsylvania, through its executive, legislative, and related public service departments and agencies.
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_69ca847b1b3081908f72bc932c17cc41`	completed	March 30, 2026, 2:11 p.m.
NER	Named-entity recognition	`batch_69cd98ce884c8190a8b3c2dc7c73c2c9`	completed	April 1, 2026, 10:14 p.m.
NED1	Entity disambiguation (via context triple)	`batch_69d14c5684308190a9cb2942f7d2f2b0`	completed	April 4, 2026, 5:37 p.m.
NEDg	Description generation	`batch_69d14ce2abe48190b554d08ca34508b0`	completed	April 4, 2026, 5:39 p.m.
NED2	Entity disambiguation (via description)	`batch_69d14d6abc9481909401a8cc097c304d`	completed	April 4, 2026, 5:42 p.m.

Created at: March 30, 2026, 8:01 p.m.