Triple
T12059267
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Fiserv, Inc. |
E287123
|
entity |
| Predicate | foundedBy |
P104
|
FINISHED |
| Object |
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.
|
E961655
|
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: Leslie Muma | Statement: [Fiserv, Inc., foundedBy, Leslie Muma]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Leslie Muma Context triple: [Fiserv, Inc., foundedBy, Leslie Muma]
-
A.
Mary Masombuka
Mary Masombuka is a central student activist character in the South African musical film and stage play "Sarafina!", symbolizing youth resistance against apartheid.
-
B.
Presley Chweneyagae
Presley Chweneyagae is a South African actor best known for his lead role in the Oscar-winning film "Tsotsi."
-
C.
Rebecca Kadaga
Rebecca Kadaga is a Ugandan lawyer and politician who served as Speaker of the Parliament of Uganda and is a prominent member of the ruling National Resistance Movement party.
-
D.
Precious Chamusso
Precious Chamusso is a central character in the apartheid-era drama film "Catch a Fire," depicted as the wife of activist Patrick Chamusso whose family life is upended by political turmoil in South Africa.
-
E.
Raia Mutomboki
Raia Mutomboki is an armed militia group active in the eastern Democratic Republic of the Congo, known for its local self-defense origins and involvement in the region’s complex conflict dynamics.
- 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: Leslie Muma Triple: [Fiserv, Inc., foundedBy, Leslie Muma]
Generated description
Leslie Muma is an American businessman best known as the co-founder and former chief executive officer of financial services technology company Fiserv, Inc.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Leslie Muma Target entity description: Leslie Muma is an American businessman best known as the co-founder and former chief executive officer of financial services technology company Fiserv, Inc.
-
A.
Mary Masombuka
Mary Masombuka is a central student activist character in the South African musical film and stage play "Sarafina!", symbolizing youth resistance against apartheid.
-
B.
Presley Chweneyagae
Presley Chweneyagae is a South African actor best known for his lead role in the Oscar-winning film "Tsotsi."
-
C.
Rebecca Kadaga
Rebecca Kadaga is a Ugandan lawyer and politician who served as Speaker of the Parliament of Uganda and is a prominent member of the ruling National Resistance Movement party.
-
D.
Precious Chamusso
Precious Chamusso is a central character in the apartheid-era drama film "Catch a Fire," depicted as the wife of activist Patrick Chamusso whose family life is upended by political turmoil in South Africa.
-
E.
Raia Mutomboki
Raia Mutomboki is an armed militia group active in the eastern Democratic Republic of the Congo, known for its local self-defense origins and involvement in the region’s complex conflict dynamics.
- 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_69d6ab4780948190bdb9f7620c2ac27e |
completed | April 8, 2026, 7:23 p.m. |
| NER | Named-entity recognition | batch_69d9043dbccc8190bf9da181f826f0d8 |
completed | April 10, 2026, 2:07 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69f49df216bc8190933e08f495f4d22f |
completed | May 1, 2026, 12:34 p.m. |
| NEDg | Description generation | batch_69f53d96c3f08190847ba49929b7628f |
completed | May 1, 2026, 11:56 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69f564b826ec819098906cf735e45093 |
completed | May 2, 2026, 2:43 a.m. |
Created at: April 8, 2026, 9:47 p.m.