Triple

T14630572
Position Surface form Disambiguated ID Type / Status
Subject Gang Starr Foundation E343467 entity
Predicate hasMember P10 FINISHED
Object Freddie Foxxx
Freddie Foxxx, also known as Bumpy Knuckles, is an American hardcore hip-hop MC and producer renowned for his aggressive delivery and collaborations with prominent East Coast rap artists.
E1109541 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: Freddie Foxxx | Statement: [Gang Starr Foundation, hasMember, Freddie Foxxx]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Freddie Foxxx
Context triple: [Gang Starr Foundation, hasMember, Freddie Foxxx]
  • A. Freddie Gibbs
    Freddie Gibbs is an American rapper known for his gritty street narratives, technical lyricism, and acclaimed collaborative albums with producers like Madlib and The Alchemist.
  • B. Freddy Carter
    Freddy Carter is an English actor best known for his role as Kaz Brekker in the Netflix fantasy series "Shadow and Bone."
  • C. Freddie Ross Jr.
    Freddie Ross Jr. is the American musician and performer better known by the stage name Big Freedia, a prominent figure in New Orleans bounce music.
  • D. Freddie Miles
    Freddie Miles is a brash, suspicious friend of Dickie Greenleaf whose probing presence threatens Tom Ripley’s deception in Patricia Highsmith’s crime novel "The Talented Mr. Ripley."
  • E. Waka Flocka Flame
    Waka Flocka Flame is an American rapper known for his aggressive trap sound and hits like "No Hands" and "Hard in da Paint."
  • 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: Freddie Foxxx
Triple: [Gang Starr Foundation, hasMember, Freddie Foxxx]
Generated description
Freddie Foxxx, also known as Bumpy Knuckles, is an American hardcore hip-hop MC and producer renowned for his aggressive delivery and collaborations with prominent East Coast rap artists.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Freddie Foxxx
Target entity description: Freddie Foxxx, also known as Bumpy Knuckles, is an American hardcore hip-hop MC and producer renowned for his aggressive delivery and collaborations with prominent East Coast rap artists.
  • A. Freddie Gibbs
    Freddie Gibbs is an American rapper known for his gritty street narratives, technical lyricism, and acclaimed collaborative albums with producers like Madlib and The Alchemist.
  • B. Freddy Carter
    Freddy Carter is an English actor best known for his role as Kaz Brekker in the Netflix fantasy series "Shadow and Bone."
  • C. Freddie Ross Jr.
    Freddie Ross Jr. is the American musician and performer better known by the stage name Big Freedia, a prominent figure in New Orleans bounce music.
  • D. Freddie Miles
    Freddie Miles is a brash, suspicious friend of Dickie Greenleaf whose probing presence threatens Tom Ripley’s deception in Patricia Highsmith’s crime novel "The Talented Mr. Ripley."
  • E. Waka Flocka Flame
    Waka Flocka Flame is an American rapper known for his aggressive trap sound and hits like "No Hands" and "Hard in da Paint."
  • 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_69d822dffc3c8190aa173b90761bffda completed April 9, 2026, 10:06 p.m.
NER Named-entity recognition batch_69deb4a912248190a3df7f821395c776 completed April 14, 2026, 9:42 p.m.
NED1 Entity disambiguation (via context triple) batch_69fda92ded848190b031d3ff29e54a00 completed May 8, 2026, 9:13 a.m.
NEDg Description generation batch_69fdb0859cfc8190b0061c2e7c629260 completed May 8, 2026, 9:44 a.m.
NED2 Entity disambiguation (via description) batch_69fdb14346508190afc3067469412efb completed May 8, 2026, 9:47 a.m.
Created at: April 10, 2026, 1:26 a.m.