Triple
T21255352
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Les Muma |
E523853
|
entity |
| Predicate | hasSpouse |
P13
|
FINISHED |
| Object |
Pamela Muma
Pamela Muma is a prominent American philanthropist known for major charitable contributions, particularly in partnership with her husband, businessman Les Muma.
|
E1474791
|
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: Pamela Muma | Statement: [Les Muma, hasSpouse, Pamela Muma]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Pamela Muma Context triple: [Les Muma, hasSpouse, Pamela Muma]
-
A.
Maureen Kukudio
Maureen Kukudio is an eccentric, conspiracy-obsessed inmate in the TV series "Orange Is the New Black."
-
B.
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.
-
C.
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.
-
D.
Dorothy Macha
Dorothy Macha is a ruthless and flamboyant crime boss portrayed by Ray Liotta in the psychological crime thriller film "Revolver" (2005).
-
E.
Evelyn Ntoko Mase
Evelyn Ntoko Mase was a South African nurse and the first wife of Nelson Mandela, with whom she had four children before their marriage ended in divorce.
- 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: Pamela Muma Triple: [Les Muma, hasSpouse, Pamela Muma]
Generated description
Pamela Muma is a prominent American philanthropist known for major charitable contributions, particularly in partnership with her husband, businessman Les Muma.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Pamela Muma Target entity description: Pamela Muma is a prominent American philanthropist known for major charitable contributions, particularly in partnership with her husband, businessman Les Muma.
-
A.
Maureen Kukudio
Maureen Kukudio is an eccentric, conspiracy-obsessed inmate in the TV series "Orange Is the New Black."
-
B.
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.
-
C.
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.
-
D.
Dorothy Macha
Dorothy Macha is a ruthless and flamboyant crime boss portrayed by Ray Liotta in the psychological crime thriller film "Revolver" (2005).
-
E.
Evelyn Ntoko Mase
Evelyn Ntoko Mase was a South African nurse and the first wife of Nelson Mandela, with whom she had four children before their marriage ended in divorce.
- 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_69e0b5146c108190adc9adb73e90abff |
completed | April 16, 2026, 10:08 a.m. |
| NER | Named-entity recognition | batch_69e735a0e7dc8190b591b5b6786ce619 |
completed | April 21, 2026, 8:30 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_6a098ff8b2f08190b1961558bb9c11fe |
completed | May 17, 2026, 9:52 a.m. |
| NEDg | Description generation | batch_6a0990b9b7c8819094f7db294c2e573d |
completed | May 17, 2026, 9:56 a.m. |
| NED2 | Entity disambiguation (via description) | batch_6a0991cdf6408190a590d8907f2fe880 |
completed | May 17, 2026, 10 a.m. |
Created at: April 16, 2026, 3:58 p.m.