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.