Triple

T8086092
Position Surface form Disambiguated ID Type / Status
Subject Massachusetts Department of Transitional Assistance E188736 entity
Predicate administersProgram P86 FINISHED
Object Transitional Aid to Families with Dependent Children
Transitional Aid to Families with Dependent Children is a Massachusetts cash assistance program that provides financial support to low-income families with children to help meet basic living expenses.
E711767 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: Transitional Aid to Families with Dependent Children | Statement: [Massachusetts Department of Transitional Assistance, administersProgram, Transitional Aid to Families with Dependent Children]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Transitional Aid to Families with Dependent Children
Context triple: [Massachusetts Department of Transitional Assistance, administersProgram, Transitional Aid to Families with Dependent 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. Refugee Cash Assistance program
    The Refugee Cash Assistance program is a public assistance initiative that provides temporary financial support to eligible refugees and certain other humanitarian immigrants who are not yet eligible for mainstream cash aid programs.
  • D. Adoption Assistance Program
    The Adoption Assistance Program is a U.S. federal initiative that provides financial and medical support to help families adopt children with special needs from foster care.
  • E. Special Supplemental Nutrition Program for Women, Infants, and Children
    The Special Supplemental Nutrition Program for Women, Infants, and Children (WIC) is a U.S. federal assistance program that provides nutritious foods, nutrition education, and health care referrals to low-income pregnant and postpartum women, infants, and young children at nutritional risk.
  • 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: Transitional Aid to Families with Dependent Children
Triple: [Massachusetts Department of Transitional Assistance, administersProgram, Transitional Aid to Families with Dependent Children]
Generated description
Transitional Aid to Families with Dependent Children is a Massachusetts cash assistance program that provides financial support to low-income families with children to help meet basic living expenses.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Transitional Aid to Families with Dependent Children
Target entity description: Transitional Aid to Families with Dependent Children is a Massachusetts cash assistance program that provides financial support to low-income families with children to help meet basic living expenses.
  • 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. Refugee Cash Assistance program
    The Refugee Cash Assistance program is a public assistance initiative that provides temporary financial support to eligible refugees and certain other humanitarian immigrants who are not yet eligible for mainstream cash aid programs.
  • D. Adoption Assistance Program
    The Adoption Assistance Program is a U.S. federal initiative that provides financial and medical support to help families adopt children with special needs from foster care.
  • E. Special Supplemental Nutrition Program for Women, Infants, and Children
    The Special Supplemental Nutrition Program for Women, Infants, and Children (WIC) is a U.S. federal assistance program that provides nutritious foods, nutrition education, and health care referrals to low-income pregnant and postpartum women, infants, and young children at nutritional risk.
  • 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.