Triple
T2857862
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Flint water crisis |
E63245
|
entity |
| Predicate | involvesPerson |
P1256
|
FINISHED |
| Object |
Karen Weaver
Karen Weaver is an American politician and clinical psychologist who served as the mayor of Flint, Michigan, becoming a prominent figure for her leadership and advocacy during the Flint water crisis.
|
E313050
|
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: Karen Weaver | Statement: [Flint water crisis, involvesPerson, Karen Weaver]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Karen Weaver Context triple: [Flint water crisis, involvesPerson, Karen Weaver]
-
A.
Nancy Walker
Nancy Walker was an American actress and comedian best known for her sharp-tongued character roles in film, television, and Broadway musicals.
-
B.
Kyra Sedgwick
Kyra Sedgwick is an American actress and producer best known for her award-winning lead role as Deputy Chief Brenda Leigh Johnson on the crime drama series "The Closer."
-
C.
June Howell
June Howell was the sister of Dorothy Howell Rodham, making her the maternal aunt of Hillary Rodham Clinton.
-
D.
Chandra Wilson
Chandra Wilson is an American actress best known for her long-running role as Dr. Miranda Bailey on the television medical drama Grey’s Anatomy.
-
E.
Karen Cunningham
Karen Cunningham is known as the spouse of Ward Cunningham, the American computer programmer who created the first wiki.
- 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: Karen Weaver Triple: [Flint water crisis, involvesPerson, Karen Weaver]
Generated description
Karen Weaver is an American politician and clinical psychologist who served as the mayor of Flint, Michigan, becoming a prominent figure for her leadership and advocacy during the Flint water crisis.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Karen Weaver Target entity description: Karen Weaver is an American politician and clinical psychologist who served as the mayor of Flint, Michigan, becoming a prominent figure for her leadership and advocacy during the Flint water crisis.
-
A.
Nancy Walker
Nancy Walker was an American actress and comedian best known for her sharp-tongued character roles in film, television, and Broadway musicals.
-
B.
Kyra Sedgwick
Kyra Sedgwick is an American actress and producer best known for her award-winning lead role as Deputy Chief Brenda Leigh Johnson on the crime drama series "The Closer."
-
C.
June Howell
June Howell was the sister of Dorothy Howell Rodham, making her the maternal aunt of Hillary Rodham Clinton.
-
D.
Chandra Wilson
Chandra Wilson is an American actress best known for her long-running role as Dr. Miranda Bailey on the television medical drama Grey’s Anatomy.
-
E.
Karen Cunningham
Karen Cunningham is known as the spouse of Ward Cunningham, the American computer programmer who created the first wiki.
- 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_69ab4c41e8c08190a9e8f5249cc12610 |
completed | March 6, 2026, 9:50 p.m. |
| NER | Named-entity recognition | batch_69abdf89d3b4819086936f26d8683a2a |
completed | March 7, 2026, 8:19 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69b08644192481909cb5ec394148adf4 |
completed | March 10, 2026, 8:59 p.m. |
| NEDg | Description generation | batch_69b0d7bb0c488190b309d1b04136cb07 |
completed | March 11, 2026, 2:47 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69b0d8167ac48190845464f0eee3fcac |
completed | March 11, 2026, 2:48 a.m. |
Created at: March 6, 2026, 10:02 p.m.