Triple
T21255366
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Les Muma |
E523853
|
entity |
| Predicate | spousePartnerInPhilanthropy |
P143399
|
FINISHED |
| Object | Pamela Muma |
—
|
NE NERFINISHED |
How this triple was built (3 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: Pamela Muma | Statement: [Les Muma, spousePartnerInPhilanthropy, Pamela Muma]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Pamela Muma Context triple: [Les Muma, spousePartnerInPhilanthropy, Pamela Muma]
-
A.
Pamela Muma
chosen
Pamela Muma is a prominent American philanthropist known for major charitable contributions, particularly in partnership with her husband, businessman Les Muma.
-
B.
Maureen Kukudio
Maureen Kukudio is an eccentric, conspiracy-obsessed inmate in the TV series "Orange Is the New Black."
-
C.
Pamela Chamcha
Pamela Chamcha is a character in Salman Rushdie’s novel "The Satanic Verses," known primarily as the estranged wife of the protagonist Saladin Chamcha.
-
D.
Leslie Muma
Leslie Muma is an American businessman best known as the co-founder and former chief executive officer of financial services technology company Fiserv, Inc.
-
E.
Dorothy Macha
Dorothy Macha is a ruthless and flamboyant crime boss portrayed by Ray Liotta in the psychological crime thriller film "Revolver" (2005).
- F. None of above.
- G. Unsure - the case is ambiguous/there is not enough information to decide.
PD
Predicate disambiguation
gpt-5-mini-2025-08-07
Target predicate: spousePartnerInPhilanthropy Context triple: [Les Muma, spousePartnerInPhilanthropy, Pamela Muma]
-
A.
spouseAssociatedWith
Indicates a marital or spousal relationship or close association between two entities.
-
B.
spouseMember
Indicates that one entity is the spouse (married partner) of another entity.
-
C.
spouseOfType
Indicates that one entity is the spouse of another, specifying the type or role of that spousal relationship.
-
D.
spouseCharacterOf
Indicates a marital relationship where one character is the spouse of another character.
-
E.
spouseOfWork
Indicates that one person is the spouse of another specifically in the context of their workplace or professional environment.
- F. None of above. chosen
Provenance (4 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_69e0b5146c108190adc9adb73e90abff |
completed | April 16, 2026, 10:08 a.m. |
| NER | Named-entity recognition | batch_69e735a0e7dc8190b591b5b6786ce619 |
completed | April 21, 2026, 8:30 a.m. |
| PD | Predicate disambiguation | batch_69e5f61239708190ab7b3c83ae848a0d |
completed | April 20, 2026, 9:46 a.m. |
| PDg | Predicate description generation | batch_69e5f9943ed881909ef49045c5bcf6df |
completed | April 20, 2026, 10:01 a.m. |
Created at: April 16, 2026, 3:58 p.m.