Triple
T4197970
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Bad Boys for Life |
E85998
|
entity |
| Predicate | basedOnCharactersBy |
P15277
|
FINISHED |
| Object |
George Gallo
George Gallo is an American screenwriter and filmmaker best known for creating the characters behind the "Bad Boys" action-comedy film franchise.
|
E427996
|
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: George Gallo | Statement: [Bad Boys for Life, basedOnCharactersBy, George Gallo]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: George Gallo Context triple: [Bad Boys for Life, basedOnCharactersBy, George Gallo]
-
A.
Lou Lombardo
Lou Lombardo was a film editor known for his work on notable movies including the romantic comedy-drama "Moonstruck."
-
B.
George Memmoli
George Memmoli was an American character actor known for his supporting roles in films of the 1970s and 1980s, including collaborations with director Martin Scorsese.
-
C.
Arthur Herbert Fonzarelli
Arthur Herbert Fonzarelli, better known as "Fonzie" or "The Fonz," is a iconic leather-jacket-wearing greaser character from the American television sitcom "Happy Days," celebrated for his cool demeanor and catchphrases.
-
D.
Frank Puglia
Frank Puglia was an Italian-born American character actor known for his numerous supporting roles in Hollywood films from the 1920s through the 1960s.
-
E.
Raymond Calitri
Raymond Calitri is the ruthless British crime boss and main antagonist who forces retired car thief Randall "Memphis" Raines back into stealing high-end vehicles in the film "Gone in 60 Seconds" (2000).
- 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: George Gallo Triple: [Bad Boys for Life, basedOnCharactersBy, George Gallo]
Generated description
George Gallo is an American screenwriter and filmmaker best known for creating the characters behind the "Bad Boys" action-comedy film franchise.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: George Gallo Target entity description: George Gallo is an American screenwriter and filmmaker best known for creating the characters behind the "Bad Boys" action-comedy film franchise.
-
A.
Lou Lombardo
Lou Lombardo was a film editor known for his work on notable movies including the romantic comedy-drama "Moonstruck."
-
B.
George Memmoli
George Memmoli was an American character actor known for his supporting roles in films of the 1970s and 1980s, including collaborations with director Martin Scorsese.
-
C.
Arthur Herbert Fonzarelli
Arthur Herbert Fonzarelli, better known as "Fonzie" or "The Fonz," is a iconic leather-jacket-wearing greaser character from the American television sitcom "Happy Days," celebrated for his cool demeanor and catchphrases.
-
D.
Frank Puglia
Frank Puglia was an Italian-born American character actor known for his numerous supporting roles in Hollywood films from the 1920s through the 1960s.
-
E.
Raymond Calitri
Raymond Calitri is the ruthless British crime boss and main antagonist who forces retired car thief Randall "Memphis" Raines back into stealing high-end vehicles in the film "Gone in 60 Seconds" (2000).
- 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_69b5c7045bf08190a5d2bab75a2240d4 |
completed | March 14, 2026, 8:37 p.m. |
| NEDg | Description generation | batch_69b5c7ab41fc81909813233bd729e989 |
completed | March 14, 2026, 8:40 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69b5c81d6e188190a1f0f21a990943d0 |
completed | March 14, 2026, 8:42 p.m. |
Created at: March 9, 2026, 3:48 p.m.