Triple

T22115346
Position Surface form Disambiguated ID Type / Status
Subject Prince George's County Government E546526 entity
Predicate operates P24 FINISHED
Object Prince George's County Department of Social Services
The Prince George's County Department of Social Services is a local government agency that provides public assistance, child and adult protective services, and related social support programs to residents of Prince George's County, Maryland.
E1519361 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: Prince George's County Department of Social Services | Statement: [Prince George's County Government, operates, Prince George's County Department of Social Services]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Prince George's County Department of Social Services
Context triple: [Prince George's County Government, operates, Prince George's County Department of Social Services]
  • A. Maryland Department of Human Services
    The Maryland Department of Human Services is the state’s primary social services agency, responsible for administering programs that support vulnerable children, families, and adults across Maryland.
  • B. Prince George's County Government
    Prince George's County Government is the local governing body responsible for administering public services, regulations, and community programs in Prince George's County, Maryland.
  • C. Baltimore County Department of Social Services
    The Baltimore County Department of Social Services is the local government agency responsible for providing public assistance, child and adult protective services, and related social support programs to residents of Baltimore County, Maryland.
  • D. Fairfax County Department of Family Services
    The Fairfax County Department of Family Services is a local government agency that provides social services and support programs to children, families, older adults, and vulnerable residents in Fairfax County, Virginia.
  • E. Prince George's County State's Attorney's Office
    The Prince George's County State's Attorney's Office is the local prosecutorial agency responsible for enforcing criminal law and representing the state in criminal cases within Prince George's County, Maryland.
  • 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: Prince George's County Department of Social Services
Triple: [Prince George's County Government, operates, Prince George's County Department of Social Services]
Generated description
The Prince George's County Department of Social Services is a local government agency that provides public assistance, child and adult protective services, and related social support programs to residents of Prince George's County, Maryland.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Prince George's County Department of Social Services
Target entity description: The Prince George's County Department of Social Services is a local government agency that provides public assistance, child and adult protective services, and related social support programs to residents of Prince George's County, Maryland.
  • A. Maryland Department of Human Services
    The Maryland Department of Human Services is the state’s primary social services agency, responsible for administering programs that support vulnerable children, families, and adults across Maryland.
  • B. Prince George's County Government
    Prince George's County Government is the local governing body responsible for administering public services, regulations, and community programs in Prince George's County, Maryland.
  • C. Baltimore County Department of Social Services
    The Baltimore County Department of Social Services is the local government agency responsible for providing public assistance, child and adult protective services, and related social support programs to residents of Baltimore County, Maryland.
  • D. Fairfax County Department of Family Services
    The Fairfax County Department of Family Services is a local government agency that provides social services and support programs to children, families, older adults, and vulnerable residents in Fairfax County, Virginia.
  • E. Prince George's County State's Attorney's Office
    The Prince George's County State's Attorney's Office is the local prosecutorial agency responsible for enforcing criminal law and representing the state in criminal cases within Prince George's County, Maryland.
  • 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_69e11e38b3848190ac3a4fa97d56e65a completed April 16, 2026, 5:36 p.m.
NER Named-entity recognition batch_69f1294c5f908190bdb1cce3cbf86d85 completed April 28, 2026, 9:40 p.m.
NED1 Entity disambiguation (via context triple) batch_6a0a8f1b4a5c8190bce19db01cd4a02f completed May 18, 2026, 4:01 a.m.
NEDg Description generation batch_6a0a913f7b3c819086c0f12562685eea completed May 18, 2026, 4:10 a.m.
NED2 Entity disambiguation (via description) batch_6a0a91d837bc8190b47ca7924f543f67 completed May 18, 2026, 4:13 a.m.
Created at: April 16, 2026, 8:31 p.m.