Triple

T22880708
Position Surface form Disambiguated ID Type / Status
Subject Welfare reform in Wisconsin E567458 entity
Predicate significantProgram P12153 FINISHED
Object Wisconsin Works
Wisconsin Works is a landmark welfare-to-work program in Wisconsin that replaced traditional cash assistance with employment-focused support and time-limited benefits.
E567458 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: Wisconsin Works | Statement: [Welfare reform in Wisconsin, significantProgram, Wisconsin Works]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Wisconsin Works
Context triple: [Welfare reform in Wisconsin, significantProgram, Wisconsin Works]
  • A. Welfare reform in Wisconsin
    Welfare reform in Wisconsin was a pioneering state-level overhaul of public assistance programs in the 1990s, led by Governor Tommy Thompson, that became a national model for reducing welfare rolls and promoting work requirements.
  • B. Wisco
    Wisco is an informal nickname commonly used to refer to the University of Wisconsin or the state of Wisconsin.
  • C. W.D. Wis.
    W.D. Wis. is the standard legal abbreviation for the United States District Court for the Western District of Wisconsin, a federal trial court within the Seventh Circuit.
  • D. Wisconsin Economic Development Corporation
    The Wisconsin Economic Development Corporation is a public-private agency that leads Wisconsin’s economic development efforts by supporting business growth, job creation, and investment across the state.
  • E. Washington, Wisconsin
    Washington, Wisconsin is a small town located in Eau Claire County in the western part of the U.S. state of Wisconsin.
  • 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: Wisconsin Works
Triple: [Welfare reform in Wisconsin, significantProgram, Wisconsin Works]
Generated description
Wisconsin Works is a landmark welfare-to-work program in Wisconsin that replaced traditional cash assistance with employment-focused support and time-limited benefits.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Wisconsin Works
Target entity description: Wisconsin Works is a landmark welfare-to-work program in Wisconsin that replaced traditional cash assistance with employment-focused support and time-limited benefits.
  • A. Welfare reform in Wisconsin chosen
    Welfare reform in Wisconsin was a pioneering state-level overhaul of public assistance programs in the 1990s, led by Governor Tommy Thompson, that became a national model for reducing welfare rolls and promoting work requirements.
  • B. Wisco
    Wisco is an informal nickname commonly used to refer to the University of Wisconsin or the state of Wisconsin.
  • C. W.D. Wis.
    W.D. Wis. is the standard legal abbreviation for the United States District Court for the Western District of Wisconsin, a federal trial court within the Seventh Circuit.
  • D. Wisconsin Economic Development Corporation
    The Wisconsin Economic Development Corporation is a public-private agency that leads Wisconsin’s economic development efforts by supporting business growth, job creation, and investment across the state.
  • E. Washington, Wisconsin
    Washington, Wisconsin is a small town located in Eau Claire County in the western part of the U.S. state of Wisconsin.
  • 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_69e2458a92ec81908fc1cd5f6407d2ab completed April 17, 2026, 2:36 p.m.
NER Named-entity recognition batch_69f17f5c1ed88190aeac131c5aff6102 completed April 29, 2026, 3:47 a.m.
NED1 Entity disambiguation (via context triple) batch_6a0bae9e1a24819087d826cf677fcad5 completed May 19, 2026, 12:28 a.m.
NEDg Description generation batch_6a0bb08f167081908ff4bd13e291afb5 completed May 19, 2026, 12:36 a.m.
NED2 Entity disambiguation (via description) batch_6a0bb10db81c8190a23d57c422a71675 completed May 19, 2026, 12:38 a.m.
Created at: April 17, 2026, 3:39 p.m.