Triple

T4784497
Position Surface form Disambiguated ID Type / Status
Subject Social policy of Ukraine E106442 entity
Predicate legalFramework P125 FINISHED
Object Law of Ukraine "On State Social Assistance to Low-Income Families"
The Law of Ukraine "On State Social Assistance to Low-Income Families" is a key social protection statute that defines eligibility, types, and procedures for means-tested financial support to economically vulnerable households in Ukraine.
E468929 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: Law of Ukraine "On State Social Assistance to Low-Income Families" | Statement: [Social policy of Ukraine, legalFramework, Law of Ukraine "On State Social Assistance to Low-Income Families"]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Law of Ukraine "On State Social Assistance to Low-Income Families"
Context triple: [Social policy of Ukraine, legalFramework, Law of Ukraine "On State Social Assistance to Low-Income Families"]
  • A. Social policy of Ukraine
    The social policy of Ukraine encompasses the government's strategies and programs aimed at regulating welfare, social protection, labor relations, and demographic development to support the population’s well-being.
  • B. Hartz II
    Hartz II is a German labor market reform package introduced in the early 2000s that, among other measures, created new forms of marginal employment such as “Mini-jobs” and “Midi-jobs” to increase labor market flexibility.
  • C. Law of Ukraine on State Awards
    The Law of Ukraine on State Awards is a Ukrainian legislative act that establishes the system, types, and procedures for conferring national honors and decorations.
  • D. Appendix Ukraine Scheme
    Appendix Ukraine Scheme is a section of the UK Immigration Rules that sets out special visa and immigration provisions for people affected by the conflict in Ukraine.
  • E. Cranston-Gonzalez National Affordable Housing Act
    The Cranston-Gonzalez National Affordable Housing Act is a landmark 1990 U.S. federal law that expanded and restructured housing assistance programs to increase the supply of affordable housing for low- and moderate-income households.
  • 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: Law of Ukraine "On State Social Assistance to Low-Income Families"
Triple: [Social policy of Ukraine, legalFramework, Law of Ukraine "On State Social Assistance to Low-Income Families"]
Generated description
The Law of Ukraine "On State Social Assistance to Low-Income Families" is a key social protection statute that defines eligibility, types, and procedures for means-tested financial support to economically vulnerable households in Ukraine.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Law of Ukraine "On State Social Assistance to Low-Income Families"
Target entity description: The Law of Ukraine "On State Social Assistance to Low-Income Families" is a key social protection statute that defines eligibility, types, and procedures for means-tested financial support to economically vulnerable households in Ukraine.
  • A. Social policy of Ukraine
    The social policy of Ukraine encompasses the government's strategies and programs aimed at regulating welfare, social protection, labor relations, and demographic development to support the population’s well-being.
  • B. Hartz II
    Hartz II is a German labor market reform package introduced in the early 2000s that, among other measures, created new forms of marginal employment such as “Mini-jobs” and “Midi-jobs” to increase labor market flexibility.
  • C. Law of Ukraine on State Awards
    The Law of Ukraine on State Awards is a Ukrainian legislative act that establishes the system, types, and procedures for conferring national honors and decorations.
  • D. Appendix Ukraine Scheme
    Appendix Ukraine Scheme is a section of the UK Immigration Rules that sets out special visa and immigration provisions for people affected by the conflict in Ukraine.
  • E. Cranston-Gonzalez National Affordable Housing Act
    The Cranston-Gonzalez National Affordable Housing Act is a landmark 1990 U.S. federal law that expanded and restructured housing assistance programs to increase the supply of affordable housing for low- and moderate-income households.
  • 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_69bd43f4a9588190bf73e20bc27c03cc completed March 20, 2026, 12:56 p.m.
NER Named-entity recognition batch_69bd65ae49ec81908f16248d22d1155f completed March 20, 2026, 3:20 p.m.
NED1 Entity disambiguation (via context triple) batch_69be43dbdec88190817845e7930a18f6 completed March 21, 2026, 7:08 a.m.
NEDg Description generation batch_69be447c21d48190ab57c8761e733ff4 completed March 21, 2026, 7:10 a.m.
NED2 Entity disambiguation (via description) batch_69be45f5ebec8190b62c428b465d1bd9 completed March 21, 2026, 7:17 a.m.
Created at: March 20, 2026, 1:22 p.m.