Triple

T1303622
Position Surface form Disambiguated ID Type / Status
Subject Maryland Department of Human Services E27822 entity
Predicate administersProgram P86 FINISHED
Object Temporary Cash Assistance in Maryland
Temporary Cash Assistance in Maryland is the state’s primary welfare program that provides short-term financial support to low-income families with children to help meet basic needs and promote self-sufficiency.
E8045 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: Temporary Cash Assistance in Maryland | Statement: [Maryland Department of Human Services, administersProgram, Temporary Cash Assistance in Maryland]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Temporary Cash Assistance in Maryland
Context triple: [Maryland Department of Human Services, administersProgram, Temporary Cash Assistance in 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. 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.
  • C. 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.
  • D. Maryland Department of Housing and Community Development
    The Maryland Department of Housing and Community Development is a state agency responsible for promoting affordable housing, community revitalization, and economic development across Maryland.
  • E. Public Assistance programs
    Public Assistance programs are federally funded disaster relief initiatives that provide financial and technical support to state, local, tribal, and territorial governments, as well as certain nonprofits, to repair, restore, and protect public infrastructure and facilities after major emergencies.
  • 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: Temporary Cash Assistance in Maryland
Triple: [Maryland Department of Human Services, administersProgram, Temporary Cash Assistance in Maryland]
Generated description
Temporary Cash Assistance in Maryland is the state’s primary welfare program that provides short-term financial support to low-income families with children to help meet basic needs and promote self-sufficiency.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Temporary Cash Assistance in Maryland
Target entity description: Temporary Cash Assistance in Maryland is the state’s primary welfare program that provides short-term financial support to low-income families with children to help meet basic needs and promote self-sufficiency.
  • 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. Temporary Assistance for Needy Families chosen
    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.
  • C. 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.
  • D. Maryland Department of Housing and Community Development
    The Maryland Department of Housing and Community Development is a state agency responsible for promoting affordable housing, community revitalization, and economic development across Maryland.
  • E. Public Assistance programs
    Public Assistance programs are federally funded disaster relief initiatives that provide financial and technical support to state, local, tribal, and territorial governments, as well as certain nonprofits, to repair, restore, and protect public infrastructure and facilities after major emergencies.
  • F. None of above.

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_69a496d7d83481908f83085854e51328 completed March 1, 2026, 7:43 p.m.
NER Named-entity recognition batch_69a4c116d7d881908ee631258f80980e completed March 1, 2026, 10:43 p.m.
NED1 Entity disambiguation (via context triple) batch_69acb3046a888190956f6bedb6ec589f completed March 7, 2026, 11:21 p.m.
NEDg Description generation batch_69acb370c7cc81908a78bb5438416db6 completed March 7, 2026, 11:23 p.m.
NED2 Entity disambiguation (via description) batch_69acb409b4d0819081266cf3e6c09164 completed March 7, 2026, 11:26 p.m.
Created at: March 1, 2026, 7:51 p.m.