Triple

T23554341
Position Surface form Disambiguated ID Type / Status
Subject Cumberland County government E578137 entity
Predicate hasUnit P35 FINISHED
Object department of human services
The Department of Human Services is a local government agency that administers social support, public assistance, and community welfare programs for residents of Cumberland County.
E1590155 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: department of human services | Statement: [Cumberland County government, hasUnit, department of human services]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: department of human services
Context triple: [Cumberland County government, hasUnit, department of human services]
  • A. Department of Human Services
    The Department of Human Services is a local government agency in Arlington County that provides social, health, and support services to residents in need.
  • B. Department of Human Services
    The Department of Human Services is a municipal agency division that administers social services and public assistance programs for residents in San Francisco.
  • C. Department of Social Services
    The Department of Social Services is an Australian Government agency responsible for national social policy and programs, including welfare, families, housing support, and disability services.
  • D. Department of Social Services
    The Department of Social Services is a local government agency that administers public assistance, child and family services, and related social support programs for residents of Prince William County.
  • E. Human Services Department
    The Human Services Department is a municipal agency in Hanover Township that provides social support, community assistance, and related public welfare services to residents.
  • 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: department of human services
Triple: [Cumberland County government, hasUnit, department of human services]
Generated description
The Department of Human Services is a local government agency that administers social support, public assistance, and community welfare programs for residents of Cumberland County.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: department of human services
Target entity description: The Department of Human Services is a local government agency that administers social support, public assistance, and community welfare programs for residents of Cumberland County.
  • A. Department of Human Services
    The Department of Human Services is a local government agency in Arlington County that provides social, health, and support services to residents in need.
  • B. Department of Human Services
    The Department of Human Services is a municipal agency division that administers social services and public assistance programs for residents in San Francisco.
  • C. Department of Social Services
    The Department of Social Services is an Australian Government agency responsible for national social policy and programs, including welfare, families, housing support, and disability services.
  • D. Department of Social Services
    The Department of Social Services is a local government agency that administers public assistance, child and family services, and related social support programs for residents of Prince William County.
  • E. Human Services Department
    The Human Services Department is a municipal agency in Hanover Township that provides social support, community assistance, and related public welfare services to residents.
  • 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_69e245fa93448190919cb04534560542 completed April 17, 2026, 2:38 p.m.
NER Named-entity recognition batch_69f1aed17fc881908b45dcde14790d42 completed April 29, 2026, 7:10 a.m.
NED1 Entity disambiguation (via context triple) batch_6a0cdf67efbc8190a75c1d6cb9bd63f9 completed May 19, 2026, 10:08 p.m.
NEDg Description generation batch_6a0ce12579188190befd636d3714675a completed May 19, 2026, 10:16 p.m.
NED2 Entity disambiguation (via description) batch_6a0ce187efa48190876f67fef4873af2 completed May 19, 2026, 10:17 p.m.
Created at: April 17, 2026, 6:12 p.m.