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.