Triple

T8086093
Position Surface form Disambiguated ID Type / Status
Subject Massachusetts Department of Transitional Assistance E188736 entity
Predicate administersProgram P86 FINISHED
Object TAFDC
TAFDC (Transitional Aid to Families with Dependent Children) is a Massachusetts cash assistance program that provides financial support and related services to low-income families with children.
 E711768 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: TAFDC | Statement: [Massachusetts Department of Transitional Assistance, administersProgram, TAFDC]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: TAFDC
Context triple: [Massachusetts Department of Transitional Assistance, administersProgram, TAFDC]
  • A. 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.
  • B. 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.
  • C. FDHA
    The FDHA is Switzerland’s Federal Department of Home Affairs, responsible for areas such as social insurance, public health, culture, and statistics at the national level.
  • D. DOCCS
    DOCCS is the New York State agency responsible for operating state prisons and overseeing community supervision such as parole.
  • E. DG TAXUD
    DG TAXUD is the European Commission department responsible for developing and implementing EU policies on taxation and customs.
  • 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: TAFDC
Triple: [Massachusetts Department of Transitional Assistance, administersProgram, TAFDC]
Generated description
TAFDC (Transitional Aid to Families with Dependent Children) is a Massachusetts cash assistance program that provides financial support and related services to low-income families with children.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: TAFDC
Target entity description: TAFDC (Transitional Aid to Families with Dependent Children) is a Massachusetts cash assistance program that provides financial support and related services to low-income families with children.
  • A. 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.
  • B. 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.
  • C. FDHA
    The FDHA is Switzerland’s Federal Department of Home Affairs, responsible for areas such as social insurance, public health, culture, and statistics at the national level.
  • D. DOCCS
    DOCCS is the New York State agency responsible for operating state prisons and overseeing community supervision such as parole.
  • E. DG TAXUD
    DG TAXUD is the European Commission department responsible for developing and implementing EU policies on taxation and customs.
  • 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_69ca82b662e88190b9323daab8c28a21 completed March 30, 2026, 2:03 p.m.
NER Named-entity recognition batch_69cb4160e4748190ae63624a2a03d09f completed March 31, 2026, 3:37 a.m.
NED1 Entity disambiguation (via context triple) batch_69cc6402e41c819095442775938d4282 completed April 1, 2026, 12:17 a.m.
NEDg Description generation batch_69cc68647cec81909736383fbe73d2e8 completed April 1, 2026, 12:35 a.m.
NED2 Entity disambiguation (via description) batch_69cc69b93bbc8190be2338182dd57b17 completed April 1, 2026, 12:41 a.m.
Created at: March 30, 2026, 5:29 p.m.