Triple

T6556951
Position Surface form Disambiguated ID Type / Status
Subject Mannie Fresh E152472 entity
Predicate birthName P65 FINISHED
Object Byron Otto Thomas
Byron Otto Thomas, better known as Mannie Fresh, is an American hip hop producer and DJ famed for his influential work with Cash Money Records and the Big Tymers.
E600192 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: Byron Otto Thomas | Statement: [Mannie Fresh, birthName, Byron Otto Thomas]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Byron Otto Thomas
Context triple: [Mannie Fresh, birthName, Byron Otto Thomas]
  • A. Byron Thomas
    Byron Thomas, better known by his stage name Go DJ, is a music writer and DJ recognized for his contributions to contemporary hip-hop and club culture.
  • B. John Thomas
    John Thomas is an author known for writing about the Predator franchise.
  • C. John Thomas
    John Thomas is an American cinematographer best known for his work on the Sex and the City television series and its film adaptations.
  • D. Byron Antron Leftwich
    Byron Antron Leftwich is a former American football quarterback and NFL offensive coordinator best known for his playing career with the Jacksonville Jaguars and his coaching role with the Tampa Bay Buccaneers.
  • E. Robert Paul Thomas
    Robert Paul Thomas was an economic historian known for his influential collaborative work with Douglass C. North on the economic history of Western Europe and institutional change.
  • 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: Byron Otto Thomas
Triple: [Mannie Fresh, birthName, Byron Otto Thomas]
Generated description
Byron Otto Thomas, better known as Mannie Fresh, is an American hip hop producer and DJ famed for his influential work with Cash Money Records and the Big Tymers.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Byron Otto Thomas
Target entity description: Byron Otto Thomas, better known as Mannie Fresh, is an American hip hop producer and DJ famed for his influential work with Cash Money Records and the Big Tymers.
  • A. Byron Thomas
    Byron Thomas, better known by his stage name Go DJ, is a music writer and DJ recognized for his contributions to contemporary hip-hop and club culture.
  • B. John Thomas
    John Thomas is an author known for writing about the Predator franchise.
  • C. John Thomas
    John Thomas is an American cinematographer best known for his work on the Sex and the City television series and its film adaptations.
  • D. Byron Antron Leftwich
    Byron Antron Leftwich is a former American football quarterback and NFL offensive coordinator best known for his playing career with the Jacksonville Jaguars and his coaching role with the Tampa Bay Buccaneers.
  • E. Robert Paul Thomas
    Robert Paul Thomas was an economic historian known for his influential collaborative work with Douglass C. North on the economic history of Western Europe and institutional change.
  • 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_69c688058d6881908c19b309cc55dbfa completed March 27, 2026, 1:37 p.m.
NER Named-entity recognition batch_69c6ae1eb0888190a67b850ac2bca79c completed March 27, 2026, 4:19 p.m.
NED1 Entity disambiguation (via context triple) batch_69c6cb862e308190af1028c76484a1ea completed March 27, 2026, 6:25 p.m.
NEDg Description generation batch_69c6cd05c54c81908bb612e7976bd10a completed March 27, 2026, 6:31 p.m.
NED2 Entity disambiguation (via description) batch_69c6cdc3ea7c8190b63e9a19721fea80 completed March 27, 2026, 6:34 p.m.
Created at: March 27, 2026, 1:52 p.m.