Triple
T4197966
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Bad Boys for Life |
E85998
|
entity |
| Predicate | producer |
P490
|
FINISHED |
| Object |
Chad Oman
Chad Oman is a film producer known for his work on major Hollywood action and blockbuster films, including entries in the Bad Boys franchise.
|
E423452
|
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: Chad Oman | Statement: [Bad Boys for Life, producer, Chad Oman]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Chad Oman Context triple: [Bad Boys for Life, producer, Chad Oman]
-
A.
Chad Seiter
Chad Seiter is an American composer and orchestrator known for his work on television series, films, and video game soundtracks.
-
B.
Chad Channing
Chad Channing is an American drummer best known for his early work with the grunge band Nirvana, including playing on much of their debut album "Bleach."
-
C.
Joel McNeely
Joel McNeely is an American composer and conductor best known for his work on film and television scores, including numerous projects for Disney and other major studios.
-
D.
Chad Hayes
Chad Hayes is an American screenwriter best known for co-writing popular horror films, including "The Conjuring," often in collaboration with his twin brother Carey W. Hayes.
-
E.
Chris Chasse
Chris Chasse is an American guitarist best known for his tenure with the punk rock band Rise Against during the early 2000s.
- 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: Chad Oman Triple: [Bad Boys for Life, producer, Chad Oman]
Generated description
Chad Oman is a film producer known for his work on major Hollywood action and blockbuster films, including entries in the Bad Boys franchise.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Chad Oman Target entity description: Chad Oman is a film producer known for his work on major Hollywood action and blockbuster films, including entries in the Bad Boys franchise.
-
A.
Chad Seiter
Chad Seiter is an American composer and orchestrator known for his work on television series, films, and video game soundtracks.
-
B.
Chad Channing
Chad Channing is an American drummer best known for his early work with the grunge band Nirvana, including playing on much of their debut album "Bleach."
-
C.
Joel McNeely
Joel McNeely is an American composer and conductor best known for his work on film and television scores, including numerous projects for Disney and other major studios.
-
D.
Chad Hayes
Chad Hayes is an American screenwriter best known for co-writing popular horror films, including "The Conjuring," often in collaboration with his twin brother Carey W. Hayes.
-
E.
Chris Chasse
Chris Chasse is an American guitarist best known for his tenure with the punk rock band Rise Against during the early 2000s.
- 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_69aed93b89f48190a31f6d57c760e42f |
completed | March 9, 2026, 2:29 p.m. |
| NER | Named-entity recognition | batch_69af0360bc8081908ceb2483eef89174 |
completed | March 9, 2026, 5:29 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69b5a84d00b8819082982c4d229c450e |
completed | March 14, 2026, 6:26 p.m. |
| NEDg | Description generation | batch_69b5a983cfd88190b702c420d6dbc201 |
completed | March 14, 2026, 6:31 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69b5aa00bcd88190ad2fba212861c712 |
completed | March 14, 2026, 6:33 p.m. |
Created at: March 9, 2026, 3:48 p.m.