Triple

T2520149
Position Surface form Disambiguated ID Type / Status
Subject Department of Social Welfare and Development E55502 entity
Predicate overseesProgram P86 FINISHED
Object Sustainable Livelihood Program
The Sustainable Livelihood Program is a Philippine government initiative that provides capacity-building, skills training, and livelihood assistance to poor and vulnerable households to help them achieve sustainable income and economic self-sufficiency.
E275400 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: Sustainable Livelihood Program | Statement: [Department of Social Welfare and Development, overseesProgram, Sustainable Livelihood Program]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Sustainable Livelihood Program
Context triple: [Department of Social Welfare and Development, overseesProgram, Sustainable Livelihood Program]
  • A. Food, Forests and Water Program
    The Food, Forests and Water Program is a World Resources Institute initiative focused on promoting sustainable land use, protecting forests and water resources, and improving food security in the face of climate and development challenges.
  • B. Rural Education Achievement Program
    The Rural Education Achievement Program is a federal initiative that provides targeted financial and technical support to help small, rural school districts improve student achievement and educational opportunities.
  • C. Quality of Life Program
    The Quality of Life Program is a Saudi Vision 2030 initiative aimed at enhancing individuals’ lifestyles and well-being by improving cultural, entertainment, sports, and urban infrastructure across the Kingdom.
  • D. Community Development Block Grant program
    The Community Development Block Grant program is a major federal initiative that provides flexible funding to local governments for housing, infrastructure, and economic development projects benefiting low- and moderate-income communities.
  • E. Family Self-Sufficiency Program for participating families
    The Family Self-Sufficiency Program for participating families is a HUD-supported initiative that helps Section 8 voucher households increase their earned income and reduce dependence on public assistance through case management, goal-setting, and escrow savings.
  • 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: Sustainable Livelihood Program
Triple: [Department of Social Welfare and Development, overseesProgram, Sustainable Livelihood Program]
Generated description
The Sustainable Livelihood Program is a Philippine government initiative that provides capacity-building, skills training, and livelihood assistance to poor and vulnerable households to help them achieve sustainable income and economic self-sufficiency.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Sustainable Livelihood Program
Target entity description: The Sustainable Livelihood Program is a Philippine government initiative that provides capacity-building, skills training, and livelihood assistance to poor and vulnerable households to help them achieve sustainable income and economic self-sufficiency.
  • A. Food, Forests and Water Program
    The Food, Forests and Water Program is a World Resources Institute initiative focused on promoting sustainable land use, protecting forests and water resources, and improving food security in the face of climate and development challenges.
  • B. Rural Education Achievement Program
    The Rural Education Achievement Program is a federal initiative that provides targeted financial and technical support to help small, rural school districts improve student achievement and educational opportunities.
  • C. Quality of Life Program
    The Quality of Life Program is a Saudi Vision 2030 initiative aimed at enhancing individuals’ lifestyles and well-being by improving cultural, entertainment, sports, and urban infrastructure across the Kingdom.
  • D. Community Development Block Grant program
    The Community Development Block Grant program is a major federal initiative that provides flexible funding to local governments for housing, infrastructure, and economic development projects benefiting low- and moderate-income communities.
  • E. Family Self-Sufficiency Program for participating families
    The Family Self-Sufficiency Program for participating families is a HUD-supported initiative that helps Section 8 voucher households increase their earned income and reduce dependence on public assistance through case management, goal-setting, and escrow savings.
  • 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_69ab49e4749c8190813311efd1630f1b completed March 6, 2026, 9:40 p.m.
NER Named-entity recognition batch_69abd2343e3081908819dc58d8ff40ce completed March 7, 2026, 7:22 a.m.
NED1 Entity disambiguation (via context triple) batch_69af2ba2adc081908a0c7ff24db89de6 completed March 9, 2026, 8:20 p.m.
NEDg Description generation batch_69af51dee3508190a0d1608a7d905742 completed March 9, 2026, 11:03 p.m.
NED2 Entity disambiguation (via description) batch_69af52a97d008190b55491fa557eb729 completed March 9, 2026, 11:07 p.m.
Created at: March 6, 2026, 9:46 p.m.